In [ ]:
###                 DATA ANALYSIS OF IPL AUCTION DATA OF 12 YEARS (2013 TO 2024)            ######
In [ ]:
##       PRN NO              NAME                  CONTRIBUTION TO THE PROJECT
In [ ]:
###     24030242019      GOURAB BANERJEE           1. WEB SCRAPPING 2.DATA PREPROCESSING 3. DATA VISUALIZATION
In [ ]:
###     24030242064      SHOUVIK KAPAT             1. DATA PREPROCESSING 2. DESCRIPTIVE ANALYTICS  3. DATA VISUALTIZATION
In [ ]:
###     24030242002      ABHINAV DANDALE           1. CODE TESTING 2. SUGGESTIONS ON DATA VISUALIZATION
In [ ]:
###     24030242044      PRANAY GOSWAMI            1. CODE TESTING
In [ ]:
In [ ]:
In [ ]:
############## WEB SCRAPING OF IPL AUCTION DATA FROM 2013 TO 2024  ############
In [ ]:
#############   CODED BY GOURAB BANERJEE      PRN NO. 24030242019  ############
In [ ]:
In [5]:
####This code imports two essential Python libraries. numpy (imported as np) is used for numerical operations and handling arrays.
###pandas (imported as pd) is a data manipulation library for working with data structures like DataFrames, which are crucial for data analysis, 
###cleaning, and transformation tasks
import numpy as np # linear algebra
import pandas as pd
In [6]:
# Import libraries for web scrapping
from bs4 import BeautifulSoup
import requests
In [7]:
### The code fetches the HTML content of an IPL auction page, then parses it using BeautifulSoup to make the data easily accessible.
url = "https://www.iplt20.com/auction"
response = requests.get(url)
data = response.text
soup = BeautifulSoup(data,'html.parser')
In [8]:
# Find all the urls
auction_years_lis = soup.find('ul', {'class':'year-auction nav'}).find_all('li')
urls = [ ]
for li in auction_years_lis:
    urls.append(li.find('a').get('href'))
print(urls)
print(len(urls))

['https://www.iplt20.com/auction/2024', 'https://www.iplt20.com/auction/2023', 'https://www.iplt20.com/auction/2022', 'https://www.iplt20.com/auction/2021', 'https://www.iplt20.com/auction/2020', 'https://www.iplt20.com/auction/2019', 'https://www.iplt20.com/auction/2018', 'https://www.iplt20.com/auction/2017', 'https://www.iplt20.com/auction/2016', 'https://www.iplt20.com/auction/2015', 'https://www.iplt20.com/auction/2014', 'https://www.iplt20.com/auction/2013']
12
In [9]:
###The code scrapes IPL player details from URLs, extracting and printing team and player information, storing it in a dictionary.
players = {} # Dict to store each record
no_of_players = 0
for url in urls:
    season = url.split('/')[-1]
    print('Season: ', season)
    response = requests.get(url)
    data = response.text
    season_soup = BeautifulSoup(data,'html.parser')
    ipl_teams = season_soup.find_all('section', {'class':'ih-points-table-sec'})
    for team in ipl_teams:
        #no_of_teams = no_of_teams + 1
        team_name = team.find('h2').text
        print(team_name)
        print("Details: ")
        team_details = team.find('table')
        team_tr = team_details.find_all('tr')
        for tr in team_tr[1:]:
            no_of_players = no_of_players + 1
            print("No: ", no_of_players)
            player_details = tr.text
            name = player_details.split('\n')[1]
            nationality = player_details.split('\n')[2]
            player_type = player_details.split('\n')[3]
            player_price = player_details.split('\n')[4]
            print("name: ", name)
            print("nationality: ", nationality)
            print("player_type: ", player_type)
            print("player_price: ", player_price)
            players[no_of_players] = [season, name,nationality,player_type, team_name,player_price]

print(players)
print(len(players))
print(no_of_players)

Season:  2024
 Chennai Super Kings
Details: 
No:  1
name:  Avanish Rao Aravelly 
nationality:  Indian 
player_type:  Wicket-Keeper 
player_price:  20,00,000 
No:  2
name:  Mustafizur Rahman 
nationality:  Overseas 
player_type:  Bowler 
player_price:  2,00,00,000 
No:  3
name:  Daryl Mitchell 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  14,00,00,000 
No:  4
name:  Sameer Rizvi 
nationality:  Indian 
player_type:  Batter 
player_price:  8,40,00,000 
No:  5
name:  Rachin Ravindra 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  1,80,00,000 
No:  6
name:  Shardul Thakur 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  4,00,00,000 
 Delhi Capitals
Details: 
No:  7
name:  Ricky Bhui 
nationality:  Indian 
player_type:  Wicket-Keeper 
player_price:  20,00,000 
No:  8
name:  Sumit Kumar 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  1,00,00,000 
No:  9
name:  Swastik Chhikara 
nationality:  Indian 
player_type:  Batter 
player_price:  20,00,000 
No:  10
name:  Jhye Richardson 
nationality:  Overseas 
player_type:  Bowler 
player_price:  5,00,00,000 
No:  11
name:  Shai Hope 
nationality:  Overseas 
player_type:  Wicket-Keeper 
player_price:  75,00,000 
No:  12
name:  Rasikh Dar 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  13
name:  Kumar Kushagra 
nationality:  Indian 
player_type:  Wicket-Keeper 
player_price:  7,20,00,000 
No:  14
name:  Tristan Stubbs 
nationality:  Overseas 
player_type:  Wicket-Keeper 
player_price:  50,00,000 
No:  15
name:  Harry Brook 
nationality:  Overseas 
player_type:  Batter 
player_price:  4,00,00,000 
 Gujarat Titans
Details: 
No:  16
name:  Kartik Tyagi 
nationality:  Indian 
player_type:  Bowler 
player_price:  60,00,000 
No:  17
name:  Spencer Johnson 
nationality:  Overseas 
player_type:  Bowler 
player_price:  10,00,00,000 
No:  18
name:  Manav Suthar 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  19
name:  Robin Minz 
nationality:  Indian 
player_type:  Wicket-Keeper 
player_price:  3,60,00,000 
No:  20
name:  Sushant Mishra 
nationality:  Indian 
player_type:  Bowler 
player_price:  2,20,00,000 
No:  21
name:  Azmatullah Omarzai 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  50,00,000 
No:  22
name:  Shahrukh Khan 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  7,40,00,000 
No:  23
name:  Umesh Yadav 
nationality:  Indian 
player_type:  Bowler 
player_price:  5,80,00,000 
 Kolkata Knight Riders
Details: 
No:  24
name:  Mujeeb Rahman 
nationality:  Overseas 
player_type:  Bowler 
player_price:  2,00,00,000 
No:  25
name:  Manish Pandey 
nationality:  Indian 
player_type:  Batter 
player_price:  50,00,000 
No:  26
name:  Gus Atkinson 
nationality:  Overseas 
player_type:  Bowler 
player_price:  1,00,00,000 
No:  27
name:  Angkrish Raghuvanshi 
nationality:  Indian 
player_type:  Batter 
player_price:  20,00,000 
No:  28
name:  Mitchell  Starc 
nationality:  Overseas 
player_type:  Bowler 
player_price:  24,75,00,000 
No:  29
name:  Sherfane Rutherford 
nationality:  Overseas 
player_type:  Batter 
player_price:  1,50,00,000 
No:  30
name:  Ramandeep  Singh 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  31
name:  K.S. Bharat 
nationality:  Indian 
player_type:  Wicket-Keeper 
player_price:  50,00,000 
No:  32
name:  Chetan Sakariya 
nationality:  Indian 
player_type:  Bowler 
player_price:  50,00,000 
No:  33
name:  Sakib Hussain 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
 Lucknow Super Giants
Details: 
No:  34
name:  Ashton Turner 
nationality:  Overseas 
player_type:  Batter 
player_price:  1,00,00,000 
No:  35
name:  David Willey  
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  2,00,00,000 
No:  36
name:  M. Siddharth 
nationality:  Indian 
player_type:  Bowler 
player_price:  2,40,00,000 
No:  37
name:  Shivam  Mavi 
nationality:  Indian 
player_type:  Bowler 
player_price:  6,40,00,000 
No:  38
name:  Arshin Kulkarni 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  39
name:  Mohd. Arshad Khan 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
 Mumbai Indians
Details: 
No:  40
name:  Dilshan Madushanka 
nationality:  Overseas 
player_type:  Bowler 
player_price:  4,60,00,000 
No:  41
name:  Shreyas Gopal 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  42
name:  Shivalik Sharma 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  43
name:  Anshul Kamboj 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  44
name:  Mohammad Nabi 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  1,50,00,000 
No:  45
name:  Naman Dhir 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  46
name:  Nuwan Thushara 
nationality:  Overseas 
player_type:  Bowler 
player_price:  4,80,00,000 
No:  47
name:  Gerald Coetzee 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  5,00,00,000 
 Punjab Kings
Details: 
No:  48
name:  Chris Woakes  
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  4,20,00,000 
No:  49
name:  Tanay Thyagarajann 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  50
name:  Vishwanath Pratap Singh 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  51
name:  Ashutosh Sharma 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  52
name:  Shashank  Singh 
nationality:  Indian 
player_type:  Batter 
player_price:  20,00,000 
No:  53
name:  Rilee Rossouw 
nationality:  Overseas 
player_type:  Batter 
player_price:  8,00,00,000 
No:  54
name:  Prince Choudhary 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  55
name:  Harshal Patel 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  11,75,00,000 
 Rajasthan Royals
Details: 
No:  56
name:  Shubham Dubey 
nationality:  Indian 
player_type:  Batter 
player_price:  5,80,00,000 
No:  57
name:  Rovman Powell 
nationality:  Overseas 
player_type:  Batter 
player_price:  7,40,00,000 
No:  58
name:  Abid Mushtaq 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  59
name:  Nandre Burger 
nationality:  Overseas 
player_type:  Bowler 
player_price:  50,00,000 
No:  60
name:  Tom Kohler-Cadmore 
nationality:  Overseas 
player_type:  Wicket-Keeper 
player_price:  40,00,000 
 Royal Challengers Bengaluru
Details: 
No:  61
name:  Lockie Ferguson 
nationality:  Overseas 
player_type:  Bowler 
player_price:  2,00,00,000 
No:  62
name:  Tom Curran 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  1,50,00,000 
No:  63
name:  Saurav Chuahan 
nationality:  Indian 
player_type:  Batter 
player_price:  20,00,000 
No:  64
name:  Alzarri Joseph 
nationality:  Overseas 
player_type:  Bowler 
player_price:  11,50,00,000 
No:  65
name:  Swapnil Singh 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  66
name:  Yash  Dayal 
nationality:  Indian 
player_type:  Bowler 
player_price:  5,00,00,000 
 Sunrisers Hyderabad
Details: 
No:  67
name:  Jhathavedh Subramanyan 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  68
name:  Akash Singh 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  69
name:  Jaydev Unadkat 
nationality:  Indian 
player_type:  Bowler 
player_price:  1,60,00,000 
No:  70
name:  Wanindu Hasaranga 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  1,50,00,000 
No:  71
name:  Pat Cummins 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  20,50,00,000 
No:  72
name:  Travis Head 
nationality:  Overseas 
player_type:  Batter 
player_price:  6,80,00,000 
Season:  2023
 Chennai Super Kings
Details: 
No:  73
name:  Ajinkya Rahane 
nationality:  Indian 
player_type:  Batter 
player_price:  50,00,000 
No:  74
name:  Bhagath Varma 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  75
name:  Kyle Jamieson 
nationality:  Overseas 
player_type:  Bowler 
player_price:  1,00,00,000 
No:  76
name:  Ajay Mandal 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  77
name:  Nishant Sindhu 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  60,00,000 
No:  78
name:  Shaik Rasheed 
nationality:  Indian 
player_type:  Batter 
player_price:  20,00,000 
No:  79
name:  Ben Stokes 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  16,25,00,000 
 Delhi Capitals
Details: 
No:  80
name:  Phil Salt 
nationality:  Overseas 
player_type:  Wicket-Keeper 
player_price:  2,00,00,000 
No:  81
name:  Ishant Sharma 
nationality:  Indian 
player_type:  Bowler 
player_price:  50,00,000 
No:  82
name:  Rilee Rossouw 
nationality:  Overseas 
player_type:  Batter 
player_price:  4,60,00,000 
No:  83
name:  Manish Pandey 
nationality:  Indian 
player_type:  Batter 
player_price:  2,40,00,000 
No:  84
name:  Mukesh Kumar 
nationality:  Indian 
player_type:  Bowler 
player_price:  5,50,00,000 
 Gujarat Titans
Details: 
No:  85
name:  Shivam Mavi 
nationality:  Indian 
player_type:  Bowler 
player_price:  6,00,00,000 
No:  86
name:  K.S. Bharat 
nationality:  Indian 
player_type:  Wicket-Keeper 
player_price:  1,20,00,000 
No:  87
name:  Urvil Patel 
nationality:  Indian 
player_type:  Wicket-Keeper 
player_price:  20,00,000 
No:  88
name:  Mohit Sharma 
nationality:  Indian 
player_type:  Bowler 
player_price:  50,00,000 
No:  89
name:  Joshua Little 
nationality:  Overseas 
player_type:  Bowler 
player_price:  4,40,00,000 
No:  90
name:  Kane Williamson 
nationality:  Overseas 
player_type:  Batter 
player_price:  2,00,00,000 
No:  91
name:  Odean Smith 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  50,00,000 
 Kolkata Knight Riders
Details: 
No:  92
name:  Kulwant Khejroliya 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  93
name:  Shakib Al Hasan 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  1,50,00,000 
No:  94
name:  Vaibhav Arora 
nationality:  Indian 
player_type:  Bowler 
player_price:  60,00,000 
No:  95
name:  N. Jagadeesan 
nationality:  Indian 
player_type:  Wicket-Keeper 
player_price:  90,00,000 
No:  96
name:  David Wiese 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  1,00,00,000 
No:  97
name:  Mandeep Singh 
nationality:  Indian 
player_type:  Batter 
player_price:  50,00,000 
No:  98
name:  Litton Das 
nationality:  Overseas 
player_type:  Wicket-Keeper 
player_price:  50,00,000 
No:  99
name:  Suyash Sharma 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
 Lucknow Super Giants
Details: 
No:  100
name:  Amit Mishra 
nationality:  Indian 
player_type:  Bowler 
player_price:  50,00,000 
No:  101
name:  Nicholas Pooran 
nationality:  Overseas 
player_type:  Wicket-Keeper 
player_price:  16,00,00,000 
No:  102
name:  Romario Shepherd 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  50,00,000 
No:  103
name:  Daniel Sams 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  75,00,000 
No:  104
name:  Swapnil Singh 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  105
name:  Yudhvir Charak 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  106
name:  Prerak Mankad 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  107
name:  Yash Thakur 
nationality:  Indian 
player_type:  Bowler 
player_price:  45,00,000 
No:  108
name:  Naveen Ul Haq 
nationality:  Overseas 
player_type:  Bowler 
player_price:  50,00,000 
No:  109
name:  Jaydev Unadkat 
nationality:  Indian 
player_type:  Bowler 
player_price:  50,00,000 
 Mumbai Indians
Details: 
No:  110
name:  Jhye Richardson 
nationality:  Overseas 
player_type:  Bowler 
player_price:  1,50,00,000 
No:  111
name:  Nehal Wadhera 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  112
name:  Raghav Goyal 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  113
name:  Cameron Green 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  17,50,00,000 
No:  114
name:  Vishnu Vinod 
nationality:  Indian 
player_type:  Wicket-Keeper 
player_price:  20,00,000 
No:  115
name:  Duan Jansen 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  116
name:  Piyush Chawla 
nationality:  Indian 
player_type:  Bowler 
player_price:  50,00,000 
No:  117
name:  Shams Mulani 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
 Punjab Kings
Details: 
No:  118
name:  Harpreet Bhatia 
nationality:  Indian 
player_type:  Batter 
player_price:  40,00,000 
No:  119
name:  Shivam Singh 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  120
name:  Vidwath Kaverappa 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  121
name:  Mohit Rathee 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  122
name:  Sam Curran 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  18,50,00,000 
No:  123
name:  Sikandar Raza 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  50,00,000 
 Rajasthan Royals
Details: 
No:  124
name:  Jason Holder 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  5,75,00,000 
No:  125
name:  Adam Zampa 
nationality:  Overseas 
player_type:  Bowler 
player_price:  1,50,00,000 
No:  126
name:  Abdul P A 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  127
name:  Akash Vashisht 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  128
name:  Donovan Ferreira 
nationality:  Overseas 
player_type:  Wicket-Keeper 
player_price:  50,00,000 
No:  129
name:  Kunal Rathore 
nationality:  Indian 
player_type:  Wicket-Keeper 
player_price:  20,00,000 
No:  130
name:  Joe Root 
nationality:  Overseas 
player_type:  Batter 
player_price:  1,00,00,000 
No:  131
name:  Murugan Ashwin 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  132
name:  K.M. Asif 
nationality:  Indian 
player_type:  Bowler 
player_price:  30,00,000 
 Royal Challengers Bangalore
Details: 
No:  133
name:  Sonu Yadav 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  134
name:  Himanshu Sharma 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  135
name:  Avinash Singh 
nationality:  Indian 
player_type:  Bowler 
player_price:  60,00,000 
No:  136
name:  Manoj Bhandage 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  137
name:  Will Jacks 
nationality:  Overseas 
player_type:  Batter 
player_price:  3,20,00,000 
No:  138
name:  Reece Topley 
nationality:  Overseas 
player_type:  Bowler 
player_price:  1,90,00,000 
No:  139
name:  Rajan Kumar 
nationality:  Indian 
player_type:  Bowler 
player_price:  70,00,000 
 Sunrisers Hyderabad
Details: 
No:  140
name:  Sanvir Singh 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  141
name:  Harry Brook 
nationality:  Overseas 
player_type:  Batter 
player_price:  13,25,00,000 
No:  142
name:  Heinrich Klaasen 
nationality:  Overseas 
player_type:  Wicket-Keeper 
player_price:  5,25,00,000 
No:  143
name:  Akeal Hosein 
nationality:  Overseas 
player_type:  Bowler 
player_price:  1,00,00,000 
No:  144
name:  Mayank Markande 
nationality:  Indian 
player_type:  Bowler 
player_price:  50,00,000 
No:  145
name:  Adil Rashid 
nationality:  Overseas 
player_type:  Bowler 
player_price:  2,00,00,000 
No:  146
name:  Anmolpreet Singh 
nationality:  Indian 
player_type:  Batter 
player_price:  20,00,000 
No:  147
name:  Vivrant Sharma 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  2,60,00,000 
No:  148
name:  Samarth Vyas 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  149
name:  Upendra Singh Yadav 
nationality:  Indian 
player_type:  Wicket-Keeper 
player_price:  25,00,000 
No:  150
name:  Nitish Kumar Reddy 
nationality:  Indian 
player_type:  Wicket-Keeper 
player_price:  20,00,000 
No:  151
name:  Mayank Agarwal 
nationality:  Indian 
player_type:  Batter 
player_price:  8,25,00,000 
No:  152
name:  Mayank Dagar 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  1,80,00,000 
Season:  2022
 Chennai Super Kings
Details: 
No:  153
name:  Robin Uthappa 
nationality:  Indian 
player_type:  Batsman 
player_price:  2,00,00,000 
No:  154
name:  Dwayne Bravo 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  4,40,00,000 
No:  155
name:  Ambati Rayudu 
nationality:  Indian 
player_type:  Wicket Keeper 
player_price:  6,75,00,000 
No:  156
name:  Deepak Chahar 
nationality:  Indian 
player_type:  Bowler 
player_price:  14,00,00,000 
No:  157
name:  C.Hari Nishaanth 
nationality:  Indian 
player_type:  Batsman 
player_price:  20,00,000 
No:  158
name:  N. Jagadeesan 
nationality:  Indian 
player_type:  Wicket Keeper 
player_price:  20,00,000 
No:  159
name:  K.M. Asif 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  160
name:  Tushar Deshpande 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  161
name:  Shivam Dube 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  4,00,00,000 
No:  162
name:  Chris Jordan 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  3,60,00,000 
No:  163
name:  Maheesh Theekshana 
nationality:  Overseas 
player_type:  Bowler 
player_price:  70,00,000 
No:  164
name:  Rajvardhan Hangargekar 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  1,50,00,000 
No:  165
name:  Simarjeet Singh 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  166
name:  Devon Conway 
nationality:  Overseas 
player_type:  Batsman 
player_price:  1,00,00,000 
No:  167
name:  Dwaine Pretorius 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  50,00,000 
No:  168
name:  Mitchell Santner 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  1,90,00,000 
No:  169
name:  Adam Milne 
nationality:  Overseas 
player_type:  Bowler 
player_price:  1,90,00,000 
No:  170
name:  Subhranshu Senapati 
nationality:  Indian 
player_type:  Batsman 
player_price:  20,00,000 
No:  171
name:  Mukesh Choudhary 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  172
name:  Prashant Solanki 
nationality:  Indian 
player_type:  Bowler 
player_price:  1,20,00,000 
No:  173
name:  K.Bhagath Varma 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
 Delhi Capitals
Details: 
No:  174
name:  David Warner 
nationality:  Overseas 
player_type:  Batsman 
player_price:  6,25,00,000 
No:  175
name:  Mitchell Marsh 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  6,50,00,000 
No:  176
name:  Mustafizur Rahman 
nationality:  Overseas 
player_type:  Bowler 
player_price:  2,00,00,000 
No:  177
name:  Shardul Thakur 
nationality:  Indian 
player_type:  Bowler 
player_price:  10,75,00,000 
No:  178
name:  Kuldeep Yadav 
nationality:  Indian 
player_type:  Bowler 
player_price:  2,00,00,000 
No:  179
name:  Ashwin Hebbar 
nationality:  Indian 
player_type:  Batsman 
player_price:  20,00,000 
No:  180
name:  Sarfaraz Khan 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  181
name:  Kamlesh Nagarkoti 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  1,10,00,000 
No:  182
name:  K.S. Bharat 
nationality:  Indian 
player_type:  Wicket Keeper 
player_price:  2,00,00,000 
No:  183
name:  Mandeep Singh 
nationality:  Indian 
player_type:  Batsman 
player_price:  1,10,00,000 
No:  184
name:  Syed Khaleel Ahmed 
nationality:  Indian 
player_type:  Bowler 
player_price:  5,25,00,000 
No:  185
name:  Lungisani Ngidi 
nationality:  Overseas 
player_type:  Bowler 
player_price:  50,00,000 
No:  186
name:  Chetan Sakariya 
nationality:  Indian 
player_type:  Bowler 
player_price:  4,20,00,000 
No:  187
name:  Yash Dhull 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  50,00,000 
No:  188
name:  Vicky Ostwal 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  189
name:  Ripal Patel 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  190
name:  Lalit Yadav 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  65,00,000 
No:  191
name:  Rovman Powell 
nationality:  Overseas 
player_type:  Batsman 
player_price:  2,80,00,000 
No:  192
name:  Tim Seifert 
nationality:  Overseas 
player_type:  Wicket Keeper 
player_price:  50,00,000 
No:  193
name:  Pravin Dubey 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  50,00,000 
 Gujarat Titans
Details: 
No:  194
name:  Mohammad Shami 
nationality:  Indian 
player_type:  Bowler 
player_price:  6,25,00,000 
No:  195
name:  David Miller 
nationality:  Overseas 
player_type:  Batsman 
player_price:  3,00,00,000 
No:  196
name:  Jason Roy  
nationality:  Overseas 
player_type:  Batsman 
player_price:  2,00,00,000 
No:  197
name:  Wriddhiman  Saha 
nationality:  Indian 
player_type:  Wicket Keeper 
player_price:  1,90,00,000 
No:  198
name:  Matthew Wade 
nationality:  Overseas 
player_type:  Wicket Keeper 
player_price:  2,40,00,000 
No:  199
name:  Lockie Ferguson 
nationality:  Overseas 
player_type:  Bowler 
player_price:  10,00,00,000 
No:  200
name:  Abhinav Sadarangani 
nationality:  Indian 
player_type:  Batsman 
player_price:  2,60,00,000 
No:  201
name:  Rahul Tewatia 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  9,00,00,000 
No:  202
name:  Noor  Ahmad 
nationality:  Overseas 
player_type:  Bowler 
player_price:  30,00,000 
No:  203
name:  R. Sai Kishore 
nationality:  Indian 
player_type:  Bowler 
player_price:  3,00,00,000 
No:  204
name:  Dominic Drakes 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  1,10,00,000 
No:  205
name:  Vijay Shankar 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  1,40,00,000 
No:  206
name:  Jayant Yadav 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  1,70,00,000 
No:  207
name:  Darshan Nalkande 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  208
name:  Yash  Dayal 
nationality:  Indian 
player_type:  Bowler 
player_price:  3,20,00,000 
No:  209
name:  B. Sai Sudharsan 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  210
name:  Gurkeerat Singh 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  50,00,000 
No:  211
name:  Alzarri Joseph 
nationality:  Overseas 
player_type:  Bowler 
player_price:  2,40,00,000 
No:  212
name:  Varun Aaron 
nationality:  Indian 
player_type:  Bowler 
player_price:  50,00,000 
No:  213
name:  Pradeep Sangwan 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
 Kolkata Knight Riders
Details: 
No:  214
name:  Pat Cummins 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  7,25,00,000 
No:  215
name:  Shreyas Iyer 
nationality:  Indian 
player_type:  Batsman 
player_price:  12,25,00,000 
No:  216
name:  Mohammad  Nabi 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  1,00,00,000 
No:  217
name:  Nitish Rana 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  8,00,00,000 
No:  218
name:  Sam Billings  
nationality:  Overseas 
player_type:  Wicket Keeper 
player_price:  2,00,00,000 
No:  219
name:  Umesh Yadav 
nationality:  Indian 
player_type:  Bowler 
player_price:  2,00,00,000 
No:  220
name:  Shivam  Mavi 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  7,25,00,000 
No:  221
name:  Sheldon Jackson 
nationality:  Indian 
player_type:  Wicket Keeper 
player_price:  60,00,000 
No:  222
name:  Ajinkya Rahane 
nationality:  Indian 
player_type:  Batsman 
player_price:  1,00,00,000 
No:  223
name:  Rinku Singh 
nationality:  Indian 
player_type:  Batsman 
player_price:  55,00,000 
No:  224
name:  Anukul Roy 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  225
name:  Alex Hales  
nationality:  Overseas 
player_type:  Batsman 
player_price:  1,50,00,000 
No:  226
name:  Rasikh Dar 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  227
name:  Tim Southee 
nationality:  Overseas 
player_type:  Bowler 
player_price:  1,50,00,000 
No:  228
name:  Baba Indrajith 
nationality:  Indian 
player_type:  Wicket Keeper 
player_price:  20,00,000 
No:  229
name:  Chamika Karunaratne 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  50,00,000 
No:  230
name:  Abhijeet Tomar 
nationality:  Indian 
player_type:  Batsman 
player_price:  40,00,000 
No:  231
name:  Aman Khan 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  232
name:  Ramesh Kumar 
nationality:  Indian 
player_type:  Batsman 
player_price:  20,00,000 
No:  233
name:  Pratham Singh 
nationality:  Indian 
player_type:  Batsman 
player_price:  20,00,000 
No:  234
name:  Ashok Sharma 
nationality:  Indian 
player_type:  Bowler 
player_price:  55,00,000 
 Lucknow Super Giants
Details: 
No:  235
name:  Quinton De Kock 
nationality:  Overseas 
player_type:  Wicket Keeper 
player_price:  6,75,00,000 
No:  236
name:  Manish Pandey 
nationality:  Indian 
player_type:  Batsman 
player_price:  4,60,00,000 
No:  237
name:  Krunal Pandya 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  8,25,00,000 
No:  238
name:  Mark Wood 
nationality:  Overseas 
player_type:  Bowler 
player_price:  7,50,00,000 
No:  239
name:  Avesh Khan 
nationality:  Indian 
player_type:  Bowler 
player_price:  10,00,00,000 
No:  240
name:  Ankit Singh Rajpoot 
nationality:  Indian 
player_type:  Bowler 
player_price:  50,00,000 
No:  241
name:  K. Gowtham 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  90,00,000 
No:  242
name:  Dushmanta Chameera 
nationality:  Overseas 
player_type:  Bowler 
player_price:  2,00,00,000 
No:  243
name:  Shahbaz Nadeem 
nationality:  Indian 
player_type:  Bowler 
player_price:  50,00,000 
No:  244
name:  Manan Vohra 
nationality:  Indian 
player_type:  Batsman 
player_price:  20,00,000 
No:  245
name:  Evin Lewis 
nationality:  Overseas 
player_type:  Batsman 
player_price:  2,00,00,000 
No:  246
name:  Mohsin Khan 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  247
name:  Mayank Yadav 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  248
name:  Ayush Badoni 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  249
name:  Kyle Mayers 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  50,00,000 
No:  250
name:  Karan Sharma 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  251
name:  Jason Holder 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  8,75,00,000 
No:  252
name:  Deepak Hooda 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  5,75,00,000 
 Mumbai Indians
Details: 
No:  253
name:  Ishan Kishan 
nationality:  Indian 
player_type:  Wicket Keeper 
player_price:  15,25,00,000 
No:  254
name:  Dewald Brevis 
nationality:  Overseas 
player_type:  Batsman 
player_price:  3,00,00,000 
No:  255
name:  Anmolpreet Singh 
nationality:  Indian 
player_type:  Batsman 
player_price:  20,00,000 
No:  256
name:  Basil Thampi 
nationality:  Indian 
player_type:  Bowler 
player_price:  30,00,000 
No:  257
name:  Murugan Ashwin 
nationality:  Indian 
player_type:  Bowler 
player_price:  1,60,00,000 
No:  258
name:  Jaydev Unadkat 
nationality:  Indian 
player_type:  Bowler 
player_price:  1,30,00,000 
No:  259
name:  Mayank Markande 
nationality:  Indian 
player_type:  Bowler 
player_price:  65,00,000 
No:  260
name:  N. Tilak Varma 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  1,70,00,000 
No:  261
name:  Sanjay Yadav 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  50,00,000 
No:  262
name:  Jofra Archer 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  8,00,00,000 
No:  263
name:  Daniel Sams 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  2,60,00,000 
No:  264
name:  Tymal Mills 
nationality:  Overseas 
player_type:  Bowler 
player_price:  1,50,00,000 
No:  265
name:  Tim David 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  8,25,00,000 
No:  266
name:  Ramandeep  Singh 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  267
name:  Aryan Juyal 
nationality:  Indian 
player_type:  Wicket Keeper 
player_price:  20,00,000 
No:  268
name:  Fabian Allen 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  75,00,000 
No:  269
name:  Riley Meredith 
nationality:  Overseas 
player_type:  Bowler 
player_price:  1,00,00,000 
No:  270
name:  Rahul Buddhi 
nationality:  Indian 
player_type:  Batsman 
player_price:  20,00,000 
No:  271
name:  Hrithik Shokeen 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  272
name:  Mohd. Arshad Khan 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  273
name:  Arjun  Tendulkar 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  30,00,000 
 Punjab Kings
Details: 
No:  274
name:  Shikhar Dhawan 
nationality:  Indian 
player_type:  Batsman 
player_price:  8,25,00,000 
No:  275
name:  Kagiso Rabada 
nationality:  Overseas 
player_type:  Bowler 
player_price:  9,25,00,000 
No:  276
name:  Jonny Bairstow  
nationality:  Overseas 
player_type:  Wicket Keeper 
player_price:  6,75,00,000 
No:  277
name:  Rahul Chahar 
nationality:  Indian 
player_type:  Bowler 
player_price:  5,25,00,000 
No:  278
name:  Harpreet  Brar 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  3,80,00,000 
No:  279
name:  Shahrukh Khan 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  9,00,00,000 
No:  280
name:  Jitesh Sharma 
nationality:  Indian 
player_type:  Wicket Keeper 
player_price:  20,00,000 
No:  281
name:  Prabhsimran Singh 
nationality:  Indian 
player_type:  Wicket Keeper 
player_price:  60,00,000 
No:  282
name:  Ishan Porel 
nationality:  Indian 
player_type:  Bowler 
player_price:  25,00,000 
No:  283
name:  Liam Livingstone 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  11,50,00,000 
No:  284
name:  Odean Smith 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  6,00,00,000 
No:  285
name:  Sandeep Sharma 
nationality:  Indian 
player_type:  Bowler 
player_price:  50,00,000 
No:  286
name:  Raj Angad Bawa 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  2,00,00,000 
No:  287
name:  Rishi Dhawan 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  55,00,000 
No:  288
name:  Nathan Ellis 
nationality:  Overseas 
player_type:  Bowler 
player_price:  75,00,000 
No:  289
name:  Prerak Mankad 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  290
name:  Atharva Taide 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  291
name:  Vaibhav Arora 
nationality:  Indian 
player_type:  Bowler 
player_price:  2,00,00,000 
No:  292
name:  Bhanuka Rajapaksa 
nationality:  Overseas 
player_type:  Batsman 
player_price:  50,00,000 
No:  293
name:  Benny Howell 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  40,00,000 
No:  294
name:  Writtick Chatterjee 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  295
name:  Baltej Dhanda 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  296
name:  Ansh Patel 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
 Rajasthan Royals
Details: 
No:  297
name:  R. Ashwin 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  5,00,00,000 
No:  298
name:  Trent Boult 
nationality:  Overseas 
player_type:  Bowler 
player_price:  8,00,00,000 
No:  299
name:  Shimron Hetmyer 
nationality:  Overseas 
player_type:  Batsman 
player_price:  8,50,00,000 
No:  300
name:  Devdutt Padikkal 
nationality:  Indian 
player_type:  Batsman 
player_price:  7,75,00,000 
No:  301
name:  Prasidh Krishna 
nationality:  Indian 
player_type:  Bowler 
player_price:  10,00,00,000 
No:  302
name:  Yuzvendra Chahal 
nationality:  Indian 
player_type:  Bowler 
player_price:  6,50,00,000 
No:  303
name:  Riyan Parag 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  3,80,00,000 
No:  304
name:  K.C Cariappa 
nationality:  Indian 
player_type:  Bowler 
player_price:  30,00,000 
No:  305
name:  James Neesham 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  1,50,00,000 
No:  306
name:  Nathan Coulter-Nile 
nationality:  Overseas 
player_type:  Bowler 
player_price:  2,00,00,000 
No:  307
name:  Navdeep Saini 
nationality:  Indian 
player_type:  Bowler 
player_price:  2,60,00,000 
No:  308
name:  Kuldeep  Sen 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  309
name:  Karun Nair 
nationality:  Indian 
player_type:  Batsman 
player_price:  1,40,00,000 
No:  310
name:  Rassie Van Der Dussen 
nationality:  Overseas 
player_type:  Batsman 
player_price:  1,00,00,000 
No:  311
name:  Daryl Mitchell 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  75,00,000 
No:  312
name:  Obed Mccoy 
nationality:  Overseas 
player_type:  Bowler 
player_price:  75,00,000 
No:  313
name:  Dhruv Jurel 
nationality:  Indian 
player_type:  Wicket Keeper 
player_price:  20,00,000 
No:  314
name:  Tejas Baroka 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  315
name:  Kuldip Yadav 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  316
name:  Shubham Garhwal 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  317
name:  Anunay Singh 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
 Royal Challengers Bangalore
Details: 
No:  318
name:  Faf Du Plessis 
nationality:  Overseas 
player_type:  Batsman 
player_price:  7,00,00,000 
No:  319
name:  Wanindu Hasaranga 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  10,75,00,000 
No:  320
name:  Harshal Patel 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  10,75,00,000 
No:  321
name:  Dinesh  Karthik 
nationality:  Indian 
player_type:  Wicket Keeper 
player_price:  5,50,00,000 
No:  322
name:  Josh Hazlewood  
nationality:  Overseas 
player_type:  Bowler 
player_price:  7,75,00,000 
No:  323
name:  Shahbaz Ahamad 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  2,40,00,000 
No:  324
name:  Anuj Rawat 
nationality:  Indian 
player_type:  Wicket Keeper 
player_price:  3,40,00,000 
No:  325
name:  Akash  Deep  
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  326
name:  Karn Sharma 
nationality:  Indian 
player_type:  Bowler 
player_price:  50,00,000 
No:  327
name:  Mahipal Lomror 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  95,00,000 
No:  328
name:  Finn Allen 
nationality:  Overseas 
player_type:  Batsman 
player_price:  80,00,000 
No:  329
name:  Sherfane Rutherford 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  1,00,00,000 
No:  330
name:  Jason Behrendorff 
nationality:  Overseas 
player_type:  Bowler 
player_price:  75,00,000 
No:  331
name:  Siddharth  Kaul 
nationality:  Indian 
player_type:  Bowler 
player_price:  75,00,000 
No:  332
name:  Suyash Prabhudessai 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  30,00,000 
No:  333
name:  Luvnith Sisodia 
nationality:  Indian 
player_type:  Wicket Keeper 
player_price:  20,00,000 
No:  334
name:  Chama Milind 
nationality:  Indian 
player_type:  Bowler 
player_price:  25,00,000 
No:  335
name:  Aneeshwar Gautam 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  336
name:  David Willey  
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  2,00,00,000 
 Sunrisers Hyderabad
Details: 
No:  337
name:  Washington Sundar 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  8,75,00,000 
No:  338
name:  Nicholas Pooran 
nationality:  Overseas 
player_type:  Wicket Keeper 
player_price:  10,75,00,000 
No:  339
name:  Bhuvneshwar Kumar 
nationality:  Indian 
player_type:  Bowler 
player_price:  4,20,00,000 
No:  340
name:  T. Natarajan 
nationality:  Indian 
player_type:  Bowler 
player_price:  4,00,00,000 
No:  341
name:  Priyam  Garg 
nationality:  Indian 
player_type:  Batsman 
player_price:  20,00,000 
No:  342
name:  Rahul Tripathi 
nationality:  Indian 
player_type:  Batsman 
player_price:  8,50,00,000 
No:  343
name:  Abhishek Sharma 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  6,50,00,000 
No:  344
name:  Vishnu Vinod 
nationality:  Indian 
player_type:  Wicket Keeper 
player_price:  50,00,000 
No:  345
name:  Kartik Tyagi 
nationality:  Indian 
player_type:  Bowler 
player_price:  4,00,00,000 
No:  346
name:  Shreyas Gopal 
nationality:  Indian 
player_type:  Bowler 
player_price:  75,00,000 
No:  347
name:  Jagadeesha Suchith 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
No:  348
name:  Aiden Markram 
nationality:  Overseas 
player_type:  Batsman 
player_price:  2,60,00,000 
No:  349
name:  Marco Jansen 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  4,20,00,000 
No:  350
name:  Romario Shepherd 
nationality:  Overseas 
player_type:  All-Rounder 
player_price:  7,75,00,000 
No:  351
name:  Glenn Phillips 
nationality:  Overseas 
player_type:  Wicket Keeper 
player_price:  1,50,00,000 
No:  352
name:  Fazalhaq Farooqi 
nationality:  Overseas 
player_type:  Bowler 
player_price:  50,00,000 
No:  353
name:  Sean Abbott 
nationality:  Overseas 
player_type:  Bowler 
player_price:  2,40,00,000 
No:  354
name:  R Samarth 
nationality:  Indian 
player_type:  Batsman 
player_price:  20,00,000 
No:  355
name:  Shashank Singh 
nationality:  Indian 
player_type:  All-Rounder 
player_price:  20,00,000 
No:  356
name:  Saurabh Dubey 
nationality:  Indian 
player_type:  Bowler 
player_price:  20,00,000 
Season:  2021
 Delhi Capitals
Details: 
No:  357
name:  Tom Curran 
nationality:  All-Rounder 
player_type:  5,25,00,000
player_price:  
No:  358
name:  Steven Smith 
nationality:  Batsman 
player_type:  2,20,00,000
player_price:  
No:  359
name:  Sam Billings 
nationality:  Wicket Keeper 
player_type:  2,00,00,000
player_price:  
No:  360
name:  Umesh Yadav 
nationality:  Bowler 
player_type:  1,00,00,000
player_price:  
No:  361
name:  Ripal Patel 
nationality:  All-Rounder 
player_type:  20,00,000
player_price:  
No:  362
name:  Vishnu Vinod 
nationality:  Wicket Keeper 
player_type:  20,00,000
player_price:  
No:  363
name:  Lukman Hussain Meriwala 
nationality:  Bowler 
player_type:  20,00,000
player_price:  
No:  364
name:  M Siddharth 
nationality:  Bowler 
player_type:  20,00,000
player_price:  
 Kolkata Knight Riders
Details: 
No:  365
name:  Shakib Al Hasan 
nationality:  All-Rounder 
player_type:  3,20,00,000
player_price:  
No:  366
name:  Harbhajan Singh 
nationality:  Bowler 
player_type:  2,00,00,000
player_price:  
No:  367
name:  Ben Cutting 
nationality:  All-Rounder 
player_type:  75,00,000
player_price:  
No:  368
name:  Karun Nair 
nationality:  Batsman 
player_type:  50,00,000
player_price:  
No:  369
name:  Pawan Negi 
nationality:  All-Rounder 
player_type:  50,00,000
player_price:  
No:  370
name:  Venkatesh Iyer 
nationality:  All-Rounder 
player_type:  20,00,000
player_price:  
No:  371
name:  Sheldon Jackson 
nationality:  Wicket Keeper 
player_type:  20,00,000
player_price:  
No:  372
name:  Vaibhav Arora 
nationality:  Bowler 
player_type:  20,00,000
player_price:  
 Mumbai Indians
Details: 
No:  373
name:  Nathan Coulter-Nile 
nationality:  Bowler 
player_type:  5,00,00,000
player_price:  
No:  374
name:  Adam Milne 
nationality:  Bowler 
player_type:  3,20,00,000
player_price:  
No:  375
name:  Piyush Chawla 
nationality:  Bowler 
player_type:  2,40,00,000
player_price:  
No:  376
name:  James Neesham 
nationality:  All-Rounder 
player_type:  50,00,000
player_price:  
No:  377
name:  Yudhvir Charak 
nationality:  All-Rounder 
player_type:  20,00,000
player_price:  
No:  378
name:  Marco Jansen 
nationality:  All-Rounder 
player_type:  20,00,000
player_price:  
No:  379
name:  Arjun Tendulkar 
nationality:  All-Rounder 
player_type:   20,00,000
player_price:  
 Punjab Kings
Details: 
No:  380
name:  Jhye Richardson 
nationality:  Bowler 
player_type:  14,00,00,000
player_price:  
No:  381
name:  Riley Meredith 
nationality:  Bowler 
player_type:  8,00,00,000
player_price:  
No:  382
name:  Shahrukh Khan 
nationality:  All-Rounder 
player_type:  5,25,00,000
player_price:  
No:  383
name:  Moises Henriques 
nationality:  All-Rounder 
player_type:  4,20,00,000
player_price:  
No:  384
name:  Dawid Malan 
nationality:  All-Rounder 
player_type:  1,50,00,000
player_price:  
No:  385
name:  Fabian Allen 
nationality:   All-Rounder 
player_type:  75,00,000
player_price:  
No:  386
name:  Jalaj Saxena 
nationality:  All-Rounder 
player_type:  30,00,000
player_price:  
No:  387
name:  Saurabh Kumar 
nationality:  All-Rounder 
player_type:  20,00,000
player_price:  
No:  388
name:  Utkarsh Singh 
nationality:  All-Rounder 
player_type:  20,00,000
player_price:  
 Rajasthan Royals
Details: 
No:  389
name:  Christopher Morris 
nationality:  All-Rounder 
player_type:  16,25,00,000
player_price:  
No:  390
name:  Shivam Dube 
nationality:  All-Rounder 
player_type:  4,40,00,000
player_price:  
No:  391
name:  Chetan Sakariya 
nationality:  Bowler 
player_type:  1,20,00,000
player_price:  
No:  392
name:  Mustafizur Rahman 
nationality:  Bowler 
player_type:  1,00,00,000
player_price:  
No:  393
name:  Liam Livingstone 
nationality:  All-Rounder 
player_type:  75,00,000
player_price:  
No:  394
name:  K.C Cariappa 
nationality:  Bowler 
player_type:  20,00,000
player_price:  
No:  395
name:  Akash Singh 
nationality:  Bowler
player_type:  20,00,000
player_price:  
No:  396
name:  Kuldip Yadav 
nationality:   Bowler 
player_type:   20,00,000
player_price:  
 Royal Challengers Bangalore
Details: 
No:  397
name:  Kyle Jamieson 
nationality:  All-Rounder 
player_type:  15,00,00,000
player_price:  
No:  398
name:  Glenn Maxwell 
nationality:  All-Rounder 
player_type:  14,25,00,000
player_price:  
No:  399
name:  Dan Christian 
nationality:  All-Rounder 
player_type:  4,80,00,000
player_price:  
No:  400
name:  Sachin Baby 
nationality:  Batsman 
player_type:  20,00,000
player_price:  
No:  401
name:  Rajat Patidar 
nationality:  Batsman 
player_type:  20,00,000
player_price:  
No:  402
name:  Mohammed Azharudeen 
nationality:  Wicket Keeper 
player_type:  20,00,000
player_price:  
No:  403
name:  Suyash Prabhudesai 
nationality:  All-Rounder 
player_type:  20,00,000
player_price:  
No:  404
name:  Kona Srikar Bharat 
nationality:   Wicket Keeper
player_type:   20,00,000
player_price:  
 Sunrisers Hyderabad
Details: 
No:  405
name:  Kedar Jadhav 
nationality:  All-Rounder 
player_type:  2,00,00,000
player_price:  
No:  406
name:  Mujeeb Zadran 
nationality:  Bowler 
player_type:  1,50,00,000
player_price:  
No:  407
name:  J Suchith 
nationality:  Bowler 
player_type:  30,00,000
player_price:  
Season:  2020
 Delhi Capitals
Details: 
No:  408
name:  Shimron Hetmyer
nationality:  Batsman
player_type:  7,75,00,000
player_price:  
No:  409
name:  Marcus Stoinis
nationality:  All-Rounder
player_type:  4,80,00,000
player_price:  
No:  410
name:  Alex Carey
nationality:  Wicket Keeper
player_type:  2,40,00,000
player_price:  
No:  411
name:  Jason Roy
nationality:  Batsman
player_type:  1,50,00,000
player_price:  
No:  412
name:  Chris Woakes
nationality:  All-Rounder
player_type:  1,50,00,000
player_price:  
No:  413
name:  Mohit Sharma
nationality:  Bowler
player_type:  50,00,000
player_price:  
No:  414
name:  Tushar Deshpande
nationality:  Bowler
player_type:  20,00,000
player_price:  
No:  415
name:  Lalit Yadav
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
 Kings XI Punjab
Details: 
No:  416
name:  Glenn Maxwell
nationality:  All-Rounder
player_type:  10,75,00,000
player_price:  
No:  417
name:  Sheldon Cottrell
nationality:  Bowler
player_type:  8,50,00,000
player_price:  
No:  418
name:  Chris Jordan
nationality:  All-Rounder
player_type:  3,00,00,000
player_price:  
No:  419
name:  Ravi Bishnoi
nationality:  Bowler
player_type:  2,00,00,000
player_price:  
No:  420
name:  Prabhsimran Singh
nationality:  Wicket Keeper
player_type:  55,00,000
player_price:  
No:  421
name:  Deepak Hooda
nationality:  All-Rounder
player_type:  50,00,000
player_price:  
No:  422
name:  James Neesham
nationality:  All-Rounder
player_type:  50,00,000
player_price:  
No:  423
name:  Tajinder Dhillon
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  424
name:  Ishan Porel
nationality:  Bowler
player_type:  20,00,000
player_price:  
 Kolkata Knight Riders
Details: 
No:  425
name:  Pat Cummins
nationality:  All-Rounder
player_type:  15,50,00,000
player_price:  
No:  426
name:  Eoin Morgan
nationality:  Batsman
player_type:  5,25,00,000
player_price:  
No:  427
name:  Varun Chakaravarthy
nationality:  All-Rounder
player_type:  4,00,00,000
player_price:  
No:  428
name:  Tom Banton
nationality:  Batsman
player_type:  1,00,00,000
player_price:  
No:  429
name:  Rahul Tripathi
nationality:  Batsman
player_type:  60,00,000
player_price:  
No:  430
name:  Chris Green
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  431
name:  Nikhil Shankar Naik
nationality:  Wicket Keeper
player_type:  20,00,000
player_price:  
No:  432
name:  Pravin Tambe
nationality:  Bowler
player_type:  20,00,000
player_price:  
No:  433
name:  M Siddharth
nationality:  Bowler
player_type:  20,00,000
player_price:  
 Mumbai Indians
Details: 
No:  434
name:  Nathan Coulter-Nile
nationality:  Bowler
player_type:  8,00,00,000
player_price:  
No:  435
name:  Chris Lynn
nationality:  Batsman
player_type:  2,00,00,000
player_price:  
No:  436
name:  Saurabh Tiwary
nationality:  Batsman
player_type:  50,00,000
player_price:  
No:  437
name:  Digvijay Deshmukh
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  438
name:  Prince Balwant Rai Singh
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  439
name:  Mohsin Khan
nationality:  Bowler
player_type:  20,00,000
player_price:  
 Rajasthan Royals
Details: 
No:  440
name:  Robin Uthappa
nationality:  Batsman
player_type:  3,00,00,000
player_price:  
No:  441
name:  Jaydev Unadkat
nationality:  Bowler
player_type:  3,00,00,000
player_price:  
No:  442
name:  Yashasvi Jaiswal
nationality:  All-Rounder
player_type:  2,40,00,000
player_price:  
No:  443
name:  Kartik Tyagi
nationality:  Bowler
player_type:  1,30,00,000
player_price:  
No:  444
name:  Tom Curran
nationality:  All-Rounder
player_type:  1,00,00,000
player_price:  
No:  445
name:  Andrew Tye
nationality:  Bowler
player_type:  1,00,00,000
player_price:  
No:  446
name:  Anuj Rawat
nationality:  Wicket Keeper
player_type:  80,00,000
player_price:  
No:  447
name:  David Miller
nationality:  Batsman
player_type:  75,00,000
player_price:  
No:  448
name:  Oshane Thomas 
nationality:  Bowler
player_type:  50,00,000
player_price:  
No:  449
name:  Anirudha Ashok Joshi
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  450
name:  Akash Singh
nationality:  Bowler
player_type:  20,00,000
player_price:  
 Royal Challengers Bangalore
Details: 
No:  451
name:  Christopher Morris
nationality:  All-Rounder
player_type:  10,00,00,000
player_price:  
No:  452
name:  Aaron Finch
nationality:  Batsman
player_type:  4,40,00,000
player_price:  
No:  453
name:  Kane Richardson
nationality:  Bowler
player_type:  4,00,00,000
player_price:  
No:  454
name:  Dale Steyn
nationality:  Bowler
player_type:  2,00,00,000
player_price:  
No:  455
name:  Isuru Udana
nationality:  All-Rounder
player_type:  50,00,000
player_price:  
No:  456
name:  Shahbaz Ahamad
nationality:  Wicket Keeper
player_type:  20,00,000
player_price:  
No:  457
name:  Joshua Philippe
nationality:  Wicket Keeper
player_type:  20,00,000
player_price:  
No:  458
name:  Pavan Deshpande
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
 Sunrisers Hyderabad
Details: 
No:  459
name:  Mitchell Marsh
nationality:  All-Rounder
player_type:  2,00,00,000
player_price:  
No:  460
name:  Priyam Garg
nationality:  Batsman
player_type:  1,90,00,000
player_price:  
No:  461
name:  Virat Singh
nationality:  Batsman
player_type:  1,90,00,000
player_price:  
No:  462
name:  Fabian Allen
nationality:  All-Rounder
player_type:  50,00,000
player_price:  
No:  463
name:  Sandeep Bavanaka
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  464
name:  Sanjay Yadav
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  465
name:  Abdul Samad
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
Season:  2019
 Delhi Capitals
Details: 
No:  466
name:  Colin Ingram
nationality:  Batsman
player_type:  6,40,00,000
player_price:  
No:  467
name:  Axar Rajesh Patel
nationality:  All-Rounder
player_type:  5,00,00,000
player_price:  
No:  468
name:  Hanuma Vihari
nationality:  Batsman
player_type:  2,00,00,000
player_price:  
No:  469
name:  Sherfane Rutherford
nationality:  All-Rounder
player_type:  2,00,00,000
player_price:  
No:  470
name:  Ishant Sharma
nationality:  Bowler
player_type:  1,10,00,000
player_price:  
No:  471
name:  Keemo Paul
nationality:  All-Rounder
player_type:  50,00,000
player_price:  
No:  472
name:  Jalaj Saxena
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  473
name:  Ankush Bains
nationality:  Wicket Keeper
player_type:  20,00,000
player_price:  
No:  474
name:  Nathu Singh
nationality:  Bowler
player_type:  20,00,000
player_price:  
No:  475
name:  Bandaru Ayyappa
nationality:  Bowler
player_type:  20,00,000
player_price:  
Kings XI Punjab
Details: 
No:  476
name:  Varun Chakaravarthy
nationality:  All-Rounder
player_type:  8,40,00,000
player_price:  
No:  477
name:  Sam Curran
nationality:  All-Rounder
player_type:  7,20,00,000
player_price:  
No:  478
name:  Mohammad Shami
nationality:  Bowler
player_type:  4,80,00,000
player_price:  
No:  479
name:  Prabhsimran Singh
nationality:  Wicket Keeper
player_type:  4,80,00,000
player_price:  
No:  480
name:  Nicolas Pooran
nationality:  Wicket Keeper
player_type:  4,20,00,000
player_price:  
No:  481
name:  Moises Henriques
nationality:  All-Rounder
player_type:  1,00,00,000
player_price:  
No:  482
name:  Hardus Viljoen
nationality:  Bowler
player_type:  75,00,000
player_price:  
No:  483
name:  Darshan Nalkande
nationality:  All-Rounder
player_type:  30,00,000
player_price:  
No:  484
name:  Sarfaraz Naushad Khan
nationality:  All-Rounder
player_type:  25,00,000
player_price:  
No:  485
name:  Arshdeep Singh 
nationality:  Bowler
player_type:  20,00,000
player_price:  
No:  486
name:  Agnivesh Ayachi
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  487
name:  Harpreet Brar
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  488
name:  M. Ashwin
nationality:  Bowler
player_type:  20,00,000
player_price:  
 Kolkata Knight Riders
Details: 
No:  489
name:  Carlos Brathwaite
nationality:  All-Rounder
player_type:  5,00,00,000
player_price:  
No:  490
name:  Lockie Ferguson 
nationality:  Bowler
player_type:  1,60,00,000
player_price:  
No:  491
name:  Joe Denly 
nationality:  Batsman
player_type:  1,00,00,000
player_price:  
No:  492
name:  Harry Gurney
nationality:  Bowler
player_type:  75,00,000
player_price:  
No:  493
name:  Nikhil Shankar Naik
nationality:  Wicket Keeper
player_type:  20,00,000
player_price:  
No:  494
name:  Shrikant Mundhe
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  495
name:  Prithvi Raj Yarra
nationality:  Bowler
player_type:  20,00,000
player_price:  
No:  496
name:  Anrich Nortje
nationality:  Bowler
player_type:  20,00,000
player_price:  
 Mumbai Indians
Details: 
No:  497
name:  Barinder Singh Sran
nationality:  Bowler
player_type:  3,40,00,000
player_price:  
No:  498
name:  Lasith Malinga
nationality:  Bowler
player_type:  2,00,00,000
player_price:  
No:  499
name:  Yuvraj Singh
nationality:  All-Rounder
player_type:  1,00,00,000
player_price:  
No:  500
name:  Anmolpreet Singh
nationality:  Batsman
player_type:  80,00,000
player_price:  
No:  501
name:  Pankaj Jaswal
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  502
name:  Rasikh Dar
nationality:  Bowler
player_type:  20,00,000
player_price:  
 Rajasthan Royals
Details: 
No:  503
name:  Jaydev Unadkat
nationality:  Bowler
player_type:  8,40,00,000
player_price:  
No:  504
name:  Varun Aaron
nationality:  Bowler
player_type:  2,40,00,000
player_price:  
No:  505
name:  Oshane Thomas 
nationality:  Bowler
player_type:  1,10,00,000
player_price:  
No:  506
name:  Ashton Turner
nationality:  All-Rounder
player_type:  50,00,000
player_price:  
No:  507
name:  Liam Livingstone
nationality:  All-Rounder
player_type:  50,00,000
player_price:  
No:  508
name:  Shashank Singh
nationality:  All-Rounder
player_type:  30,00,000
player_price:  
No:  509
name:  Riyan Parag
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  510
name:  Manan Vohra
nationality:  Batsman
player_type:  20,00,000
player_price:  
No:  511
name:  Shubham Ranjane
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
 Royal Challengers Bangalore
Details: 
No:  512
name:  Shivam Dube
nationality:  All-Rounder
player_type:  5,00,00,000
player_price:  
No:  513
name:  Shimron Hetmyer
nationality:  Batsman
player_type:  4,20,00,000
player_price:  
No:  514
name:  Akshdeep Nath
nationality:  All-Rounder
player_type:  3,60,00,000
player_price:  
No:  515
name:  Prayas Ray Barman
nationality:  All-Rounder
player_type:  1,50,00,000
player_price:  
No:  516
name:  Himmat Singh
nationality:  Batsman
player_type:  65,00,000
player_price:  
No:  517
name:  Gurkeerat Singh Mann
nationality:  All-Rounder
player_type:  50,00,000
player_price:  
No:  518
name:  Heinrich Klaasen
nationality:  Wicket Keeper
player_type:  50,00,000
player_price:  
No:  519
name:  Devdutt Padikkal
nationality:  Batsman
player_type:  20,00,000
player_price:  
No:  520
name:  Milind Kumar
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
 Sunrisers Hyderabad
Details: 
No:  521
name:  Jonny Bairstow 
nationality:  Wicket Keeper
player_type:  2,20,00,000
player_price:  
No:  522
name:  Wriddhiman Saha
nationality:  Wicket Keeper
player_type:  1,20,00,000
player_price:  
No:  523
name:  Martin Guptill
nationality:  Batsman
player_type:  1,00,00,000
player_price:  
Season:  2018
Delhi Daredevils
Details: 
No:  524
name:  Glenn Maxwell
nationality:  All-Rounder
player_type:  9,00,00,000
player_price:  
No:  525
name:  Kagiso Rabada
nationality:  Bowler
player_type:  4,20,00,000
player_price:  
No:  526
name:  Amit Mishra
nationality:  Bowler
player_type:  4,00,00,000
player_price:  
No:  527
name:  Shahbaz Nadeem
nationality:  Bowler
player_type:  3,20,00,000
player_price:  
No:  528
name:  Vijay Shankar
nationality:  All-Rounder
player_type:  3,20,00,000
player_price:  
No:  529
name:  Rahul Tewatia
nationality:  All-Rounder
player_type:  3,00,00,000
player_price:  
No:  530
name:  Mohammad Shami
nationality:  Bowler
player_type:  3,00,00,000
player_price:  
No:  531
name:  Gautam Gambhir
nationality:  Batsman
player_type:  2,80,00,000
player_price:  
No:  532
name:  Trent Boult
nationality:  Bowler
player_type:  2,20,00,000
player_price:  
No:  533
name:  Colin Munro
nationality:  All-Rounder
player_type:  1,90,00,000
player_price:  
No:  534
name:  Daniel Christian
nationality:  All-Rounder
player_type:  1,50,00,000
player_price:  
No:  535
name:  Jason Roy
nationality:  Batsman
player_type:  1,50,00,000
player_price:  
No:  536
name:  Naman Ojha
nationality:  Wicket Keeper
player_type:  1,40,00,000
player_price:  
No:  537
name:  Prithvi Shaw
nationality:  Batsman
player_type:  1,20,00,000
player_price:  
No:  538
name:  Gurkeerat Singh Mann
nationality:  All-Rounder
player_type:  75,00,000
player_price:  
No:  539
name:  Avesh Khan
nationality:  Bowler
player_type:  70,00,000
player_price:  
No:  540
name:  Abhishek Sharma
nationality:  All-Rounder
player_type:  55,00,000
player_price:  
No:  541
name:  Jayant Yadav
nationality:  All-Rounder
player_type:  50,00,000
player_price:  
No:  542
name:  Harshal Patel
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  543
name:  Manjot Kalra
nationality:  Batsman
player_type:  20,00,000
player_price:  
No:  544
name:  Sandeep Lamichhane
nationality:  Bowler
player_type:  20,00,000
player_price:  
No:  545
name:  Sayan Ghosh
nationality:  Bowler
player_type:  20,00,000
player_price:  
Kings XI Punjab
Details: 
No:  546
name:  KL Rahul
nationality:  Batsman
player_type:  11,00,00,000
player_price:  
No:  547
name:  Ravichandran Ashwin
nationality:  All-Rounder
player_type:  7,60,00,000
player_price:  
No:  548
name:  Andrew Tye
nationality:  Bowler
player_type:  7,20,00,000
player_price:  
No:  549
name:  Aaron Finch
nationality:  Batsman
player_type:  6,20,00,000
player_price:  
No:  550
name:  Marcus Stoinis
nationality:  All-Rounder
player_type:  6,20,00,000
player_price:  
No:  551
name:  Karun Nair
nationality:  Batsman
player_type:  5,60,00,000
player_price:  
No:  552
name:  Mujeeb Zadran
nationality:  Bowler
player_type:  4,00,00,000
player_price:  
No:  553
name:  Ankit Singh Rajpoot
nationality:  Bowler
player_type:  3,00,00,000
player_price:  
No:  554
name:  David Miller
nationality:  Batsman
player_type:  3,00,00,000
player_price:  
No:  555
name:  Mohit Sharma
nationality:  Bowler
player_type:  2,40,00,000
player_price:  
No:  556
name:  Barinder Singh Sran
nationality:  Bowler
player_type:  2,20,00,000
player_price:  
No:  557
name:  Yuvraj Singh
nationality:  All-Rounder
player_type:  2,00,00,000
player_price:  
No:  558
name:  Christopher Gayle
nationality:  Batsman
player_type:  2,00,00,000
player_price:  
No:  559
name:  Ben Dwarshuis
nationality:  Bowler
player_type:  1,40,00,000
player_price:  
No:  560
name:  Akshdeep Nath
nationality:  All-Rounder
player_type:  1,00,00,000
player_price:  
No:  561
name:  Manoj Tiwary
nationality:  Batsman
player_type:  1,00,00,000
player_price:  
No:  562
name:  Mayank Agarwal
nationality:  Batsman
player_type:  1,00,00,000
player_price:  
No:  563
name:  Manzoor Dar
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  564
name:  Pardeep Sahu
nationality:  Bowler
player_type:  20,00,000
player_price:  
No:  565
name:  Mayank Dagar
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
 Kolkata Knight Riders
Details: 
No:  566
name:  Chris Lynn
nationality:  Batsman
player_type:  9,60,00,000
player_price:  
No:  567
name:  Mitchell Starc
nationality:  Bowler
player_type:  9,40,00,000
player_price:  
No:  568
name:  Dinesh Karthik
nationality:  Wicket Keeper
player_type:  7,40,00,000
player_price:  
No:  569
name:  Robin Uthappa
nationality:  Wicket Keeper
player_type:  6,40,00,000
player_price:  
No:  570
name:  Kuldeep Singh Yadav
nationality:  Bowler
player_type:  5,80,00,000
player_price:  
No:  571
name:  Piyush Chawla
nationality:  Bowler
player_type:  4,20,00,000
player_price:  
No:  572
name:  Nitish Rana
nationality:  All-Rounder
player_type:  3,40,00,000
player_price:  
No:  573
name:  Kamlesh Nagarkoti
nationality:  All-Rounder
player_type:  3,20,00,000
player_price:  
No:  574
name:  Shivam Mavi
nationality:  All-Rounder
player_type:  3,00,00,000
player_price:  
No:  575
name:  Mitchell Johnson
nationality:  Bowler
player_type:  2,00,00,000
player_price:  
No:  576
name:  Shubman Gill
nationality:  Batsman
player_type:  1,80,00,000
player_price:  
No:  577
name:  Ranganath Vinay Kumar
nationality:  Bowler
player_type:  1,00,00,000
player_price:  
No:  578
name:  Rinku Singh
nationality:  Batsman
player_type:  80,00,000
player_price:  
No:  579
name:  Cameron Delport
nationality:  All-Rounder
player_type:  30,00,000
player_price:  
No:  580
name:  Javon Searless
nationality:  All-Rounder
player_type:  30,00,000
player_price:  
No:  581
name:  Apoorv Vijay Wankhade
nationality:  Batsman
player_type:  20,00,000
player_price:  
No:  582
name:  Ishank Jaggi
nationality:  Batsman
player_type:  20,00,000
player_price:  
 Mumbai Indians
Details: 
No:  583
name:  Krunal Pandya
nationality:  All-Rounder
player_type:  8,80,00,000
player_price:  
No:  584
name:  Ishan Kishan
nationality:  Wicket Keeper
player_type:  6,20,00,000
player_price:  
No:  585
name:  Kieron Pollard
nationality:  All-Rounder
player_type:  5,40,00,000
player_price:  
No:  586
name:  Pat Cummins
nationality:  Bowler
player_type:  5,40,00,000
player_price:  
No:  587
name:  Evin Lewis
nationality:  Batsman
player_type:  3,80,00,000
player_price:  
No:  588
name:  Suryakumar Yadav
nationality:  Batsman
player_type:  3,20,00,000
player_price:  
No:  589
name:  Ben Cutting
nationality:  All-Rounder
player_type:  2,20,00,000
player_price:  
No:  590
name:  Mustafizur Rahman
nationality:  Bowler
player_type:  2,20,00,000
player_price:  
No:  591
name:  Rahul Chahar
nationality:  Bowler
player_type:  1,90,00,000
player_price:  
No:  592
name:  Pradeep Sangwan
nationality:  Bowler
player_type:  1,50,00,000
player_price:  
No:  593
name:  Jason Behrendorff
nationality:  Bowler
player_type:  1,50,00,000
player_price:  
No:  594
name:  Jean-Paul Duminy
nationality:  All-Rounder
player_type:  1,00,00,000
player_price:  
No:  595
name:  Saurabh Tiwary
nationality:  Batsman
player_type:  80,00,000
player_price:  
No:  596
name:  Tajinder Dhillon
nationality:  All-Rounder
player_type:  55,00,000
player_price:  
No:  597
name:  Akila Dhananjaya
nationality:  Bowler
player_type:  50,00,000
player_price:  
No:  598
name:  Nidheesh M D Dinesan
nationality:  Bowler
player_type:  20,00,000
player_price:  
No:  599
name:  Aditya Tare
nationality:  Wicket Keeper
player_type:  20,00,000
player_price:  
No:  600
name:  Siddhesh Dinesh Lad
nationality:  Batsman
player_type:  20,00,000
player_price:  
No:  601
name:  Mayank Markande
nationality:  Bowler
player_type:  20,00,000
player_price:  
No:  602
name:  Sharad Lumba 
nationality:  Batsman
player_type:  20,00,000
player_price:  
No:  603
name:  Anukul Roy
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  604
name:  Mohsin Khan
nationality:  Bowler
player_type:  20,00,000
player_price:  
 Rajasthan Royals
Details: 
No:  605
name:  Benjamin Stokes
nationality:  All-Rounder
player_type:  12,50,00,000
player_price:  
No:  606
name:  Jaydev Unadkat
nationality:  Bowler
player_type:  11,50,00,000
player_price:  
No:  607
name:  Sanju Samson
nationality:  Wicket Keeper
player_type:  8,00,00,000
player_price:  
No:  608
name:  Jofra Archer
nationality:  All-Rounder
player_type:  7,20,00,000
player_price:  
No:  609
name:  Krishnappa Gowtham
nationality:  Bowler
player_type:  6,20,00,000
player_price:  
No:  610
name:  Jos Buttler
nationality:  Wicket Keeper
player_type:  4,40,00,000
player_price:  
No:  611
name:  Ajinkya Rahane
nationality:  Batsman
player_type:  4,00,00,000
player_price:  
No:  612
name:  Darcy Short
nationality:  All-Rounder
player_type:  4,00,00,000
player_price:  
No:  613
name:  Rahul Tripathi
nationality:  Batsman
player_type:  3,40,00,000
player_price:  
No:  614
name:  Dhawal Kulkarni
nationality:  Bowler
player_type:  75,00,000
player_price:  
No:  615
name:  Zahir Khan Pakteen
nationality:  Bowler
player_type:  60,00,000
player_price:  
No:  616
name:  Ben Laughlin
nationality:  Bowler
player_type:  50,00,000
player_price:  
No:  617
name:  Stuart Binny
nationality:  All-Rounder
player_type:  50,00,000
player_price:  
No:  618
name:  Dushmantha Chameera
nationality:  Bowler
player_type:  50,00,000
player_price:  
No:  619
name:  Anureet Singh
nationality:  Bowler
player_type:  30,00,000
player_price:  
No:  620
name:  Aryaman Vikram Birla
nationality:  All-Rounder
player_type:  30,00,000
player_price:  
No:  621
name:  Midhun S
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  622
name:  Shreyas Gopal
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  623
name:  Prashant Chopra
nationality:  Wicket Keeper
player_type:  20,00,000
player_price:  
No:  624
name:  Jatin Saxena
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  625
name:  Ankit Sharma
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  626
name:  Mahipal Lomror
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
 Royal Challengers Bangalore
Details: 
No:  627
name:  Chris Woakes
nationality:  All-Rounder
player_type:  7,40,00,000
player_price:  
No:  628
name:  Yuzvendra Singh Chahal
nationality:  Bowler
player_type:  6,00,00,000
player_price:  
No:  629
name:  Umesh Yadav
nationality:  Bowler
player_type:  4,20,00,000
player_price:  
No:  630
name:  Brendon McCullum
nationality:  Batsman
player_type:  3,60,00,000
player_price:  
No:  631
name:  M.S. Washington Sundar
nationality:  All-Rounder
player_type:  3,20,00,000
player_price:  
No:  632
name:  Navdeep Saini
nationality:  Bowler
player_type:  3,00,00,000
player_price:  
No:  633
name:  Quinton De Kock
nationality:  Wicket Keeper
player_type:  2,80,00,000
player_price:  
No:  634
name:  Mohammed Siraj
nationality:  Bowler
player_type:  2,60,00,000
player_price:  
No:  635
name:  Nathan Coulter-Nile
nationality:  Bowler
player_type:  2,20,00,000
player_price:  
No:  636
name:  Colin De Grandhomme
nationality:  All-Rounder
player_type:  2,20,00,000
player_price:  
No:  637
name:  M. Ashwin
nationality:  Bowler
player_type:  2,20,00,000
player_price:  
No:  638
name:  Parthiv Patel
nationality:  Wicket Keeper
player_type:  1,70,00,000
player_price:  
No:  639
name:  Moeen Ali
nationality:  All-Rounder
player_type:  1,70,00,000
player_price:  
No:  640
name:  Mandeep Singh
nationality:  All-Rounder
player_type:  1,40,00,000
player_price:  
No:  641
name:  Manan Vohra
nationality:  Batsman
player_type:  1,10,00,000
player_price:  
No:  642
name:  Pawan Negi
nationality:  All-Rounder
player_type:  1,00,00,000
player_price:  
No:  643
name:  Tim Southee
nationality:  Bowler
player_type:  1,00,00,000
player_price:  
No:  644
name:  Kulwant Khejroliya
nationality:  Bowler
player_type:  85,00,000
player_price:  
No:  645
name:  Aniket Choudhary
nationality:  Bowler
player_type:  30,00,000
player_price:  
No:  646
name:  Pavan Deshpande
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  647
name:  Anirudha Ashok Joshi
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
 Sunrisers Hyderabad
Details: 
No:  648
name:  Manish Pandey
nationality:  Batsman
player_type:  11,00,00,000
player_price:  
No:  649
name:  Rashid Khan Arman
nationality:  Bowler
player_type:  9,00,00,000
player_price:  
No:  650
name:  Shikhar Dhawan
nationality:  Batsman
player_type:  5,20,00,000
player_price:  
No:  651
name:  Wriddhiman Saha
nationality:  Wicket Keeper
player_type:  5,00,00,000
player_price:  
No:  652
name:  Siddarth Kaul
nationality:  Bowler
player_type:  3,80,00,000
player_price:  
No:  653
name:  Deepak Hooda
nationality:  All-Rounder
player_type:  3,60,00,000
player_price:  
No:  654
name:  Syed Khaleel Ahmed
nationality:  Bowler
player_type:  3,00,00,000
player_price:  
No:  655
name:  Sandeep Sharma
nationality:  Bowler
player_type:  3,00,00,000
player_price:  
No:  656
name:  Kane Williamson
nationality:  Batsman
player_type:  3,00,00,000
player_price:  
No:  657
name:  Carlos Brathwaite
nationality:  All-Rounder
player_type:  2,00,00,000
player_price:  
No:  658
name:  Shakib Al Hasan
nationality:  All-Rounder
player_type:  2,00,00,000
player_price:  
No:  659
name:  Yusuf Pathan
nationality:  All-Rounder
player_type:  1,90,00,000
player_price:  
No:  660
name:  Shreevats Goswami
nationality:  Wicket Keeper
player_type:  1,00,00,000
player_price:  
No:  661
name:  Mohammad Nabi
nationality:  All-Rounder
player_type:  1,00,00,000
player_price:  
No:  662
name:  Chris Jordan
nationality:  All-Rounder
player_type:  1,00,00,000
player_price:  
No:  663
name:  Basil Thampi
nationality:  Bowler
player_type:  95,00,000
player_price:  
No:  664
name:  Billy Stanlake
nationality:  Batsman
player_type:  50,00,000
player_price:  
No:  665
name:  T Natarajan
nationality:  Bowler
player_type:  40,00,000
player_price:  
No:  666
name:  Sachin Baby
nationality:  Batsman
player_type:  20,00,000
player_price:  
No:  667
name:  Bipul Sharma
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  668
name:  Syed Mehdi Hasan
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  669
name:  Ricky Bhui
nationality:  Batsman
player_type:  20,00,000
player_price:  
No:  670
name:  Tanmay Agarwal
nationality:  Batsman
player_type:  20,00,000
player_price:  
Season:  2017
Gujarat Lions
Details: 
No:  671
name:  Jason Roy
nationality:  Batsman
player_type:  1,00,00,000
player_price:  
No:  672
name:  Basil Thampi
nationality:  Bowler
player_type:  85,00,000
player_price:  
No:  673
name:  Manpreet Gony
nationality:  Bowler
player_type:  60,00,000
player_price:  
No:  674
name:  Nathu Singh
nationality:  Bowler
player_type:  50,00,000
player_price:  
No:  675
name:  Munaf Patel
nationality:  Bowler
player_type:  30,00,000
player_price:  
No:  676
name:  Akshdeep Nath
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
No:  677
name:  Shubam Agrawal
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
No:  678
name:  Tejas Singh Baroka
nationality:  Bowler
player_type:  10,00,000
player_price:  
No:  679
name:  Chirag Suri
nationality:  Batsman
player_type:  10,00,000
player_price:  
No:  680
name:  Pratham Singh
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
No:  681
name:  Shelley Shaurya
nationality:  Bowler
player_type:  10,00,000
player_price:  
Kings XI Punjab
Details: 
No:  682
name:  T Natarajan
nationality:  Bowler
player_type:  3,00,00,000
player_price:  
No:  683
name:  Varun Aaron
nationality:  Bowler
player_type:  2,80,00,000
player_price:  
No:  684
name:  Eoin Morgan
nationality:  Batsman
player_type:  2,00,00,000
player_price:  
No:  685
name:  Matt Henry
nationality:  Bowler
player_type:  50,00,000
player_price:  
No:  686
name:  Martin Guptill
nationality:  Batsman
player_type:  50,00,000
player_price:  
No:  687
name:  Darren Sammy
nationality:  All-Rounder
player_type:  30,00,000
player_price:  
No:  688
name:  Rahul Tewatia
nationality:  All-Rounder
player_type:  25,00,000
player_price:  
No:  689
name:  Rinku Singh
nationality:  Batsman
player_type:  10,00,000
player_price:  
Kolkata Knight Riders
Details: 
No:  690
name:  Trent Boult
nationality:  Bowler
player_type:  5,00,00,000
player_price:  
No:  691
name:  Chris Woakes
nationality:  All-Rounder
player_type:  4,20,00,000
player_price:  
No:  692
name:  Nathan Coulter-Nile
nationality:  Bowler
player_type:  3,50,00,000
player_price:  
No:  693
name:  Rishi Dhawan
nationality:  All-Rounder
player_type:  55,00,000
player_price:  
No:  694
name:  Darren Bravo
nationality:  Batsman
player_type:  50,00,000
player_price:  
No:  695
name:  Rovman Powell
nationality:  All-Rounder
player_type:  30,00,000
player_price:  
No:  696
name:  Sayan Ghosh
nationality:  Bowler
player_type:  10,00,000
player_price:  
No:  697
name:  R. Sanjay Yadav
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
No:  698
name:  Ishank Jaggi
nationality:  Batsman
player_type:  10,00,000
player_price:  
Mumbai Indians
Details: 
No:  699
name:  Karn Sharma
nationality:  All-Rounder
player_type:  3,20,00,000
player_price:  
No:  700
name:  Krishnappa Gowtham
nationality:  All-Rounder
player_type:  2,00,00,000
player_price:  
No:  701
name:  Mitchell Johnson
nationality:  Bowler
player_type:  2,00,00,000
player_price:  
No:  702
name:  Asela Gunarathna
nationality:  Batsman
player_type:  30,00,000
player_price:  
No:  703
name:  Saurabh Tiwary
nationality:  Batsman
player_type:  30,00,000
player_price:  
No:  704
name:  Nicolas Pooran
nationality:  Wicket Keeper
player_type:  30,00,000
player_price:  
No:  705
name:  Kulwant Khejroliya
nationality:  Bowler
player_type:  10,00,000
player_price:  
Rising Pune Supergiant
Details: 
No:  706
name:  Benjamin Stokes
nationality:  All-Rounder
player_type:  14,50,00,000
player_price:  
No:  707
name:  Daniel Christian
nationality:  All-Rounder
player_type:  1,00,00,000
player_price:  
No:  708
name:  Manoj Tiwary
nationality:  Batsman
player_type:  50,00,000
player_price:  
No:  709
name:  Lockie Ferguson 
nationality:  Bowler
player_type:  50,00,000
player_price:  
No:  710
name:  Jaydev Unadkat
nationality:  Bowler
player_type:  30,00,000
player_price:  
No:  711
name:  Rahul Chahar
nationality:  Bowler
player_type:  10,00,000
player_price:  
No:  712
name:  Saurabh Kumar
nationality:  Bowler
player_type:  10,00,000
player_price:  
No:  713
name:  Milind Tandon
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
No:  714
name:  Rahul Ajay Tripathi
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
 Royal Challengers Bangalore
Details: 
No:  715
name:  Tymal Mills
nationality:  Bowler
player_type:  12,00,00,000
player_price:  
No:  716
name:  Aniket Choudhary
nationality:  Bowler
player_type:  2,00,00,000
player_price:  
No:  717
name:  Pawan Negi
nationality:  All-Rounder
player_type:  1,00,00,000
player_price:  
No:  718
name:  Billy Stanlake
nationality:  Bowler
player_type:  30,00,000
player_price:  
No:  719
name:  Praveen Dubey
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
 Sunrisers Hyderabad
Details: 
No:  720
name:  Rashid Khan Arman
nationality:  Bowler
player_type:  4,00,00,000
player_price:  
No:  721
name:  Mohammed Siraj
nationality:  Bowler
player_type:  2,60,00,000
player_price:  
No:  722
name:  Eklavya Dwivedi
nationality:  Wicket Keeper
player_type:  75,00,000
player_price:  
No:  723
name:  Chris Jordan
nationality:  All-Rounder
player_type:  50,00,000
player_price:  
No:  724
name:  Mohammad Nabi
nationality:  All-Rounder
player_type:  30,00,000
player_price:  
No:  725
name:  Ben Laughlin
nationality:  Bowler
player_type:  30,00,000
player_price:  
No:  726
name:  Pravin Tambe
nationality:  Bowler
player_type:  10,00,000
player_price:  
No:  727
name:  Tanmay Agarwal
nationality:  Batsman
player_type:  10,00,000
player_price:  
Season:  2016
Gujarat Lions
Details: 
No:  728
name:  Praveen Kumar
nationality:  Bowler
player_type:  3,50,00,000
player_price:  
No:  729
name:  Dale Steyn
nationality:  Bowler
player_type:  2,30,00,000
player_price:  
No:  730
name:  Dinesh Karthik
nationality:  Wicket Keeper
player_type:  2,30,00,000
player_price:  
No:  731
name:  Dwayne Smith
nationality:  All-Rounder
player_type:  2,30,00,000
player_price:  
No:  732
name:  Dhawal Kulkarni
nationality:  Bowler
player_type:  2,00,00,000
player_price:  
No:  733
name:  Aaron Finch
nationality:  Batsman
player_type:  1,00,00,000
player_price:  
No:  734
name:  Eklavya Dwivedi
nationality:  Wicket Keeper
player_type:  1,00,00,000
player_price:  
No:  735
name:  Andrew Tye
nationality:  All-Rounder
player_type:  50,00,000
player_price:  
No:  736
name:  Ishan Kishan
nationality:  Wicket Keeper
player_type:  35,00,000
player_price:  
No:  737
name:  Jaydev Shah
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  738
name:  Shadab Jakati
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  739
name:  Pravin Tambe
nationality:  Bowler
player_type:  20,00,000
player_price:  
No:  740
name:  Pradeep Sangwan
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  741
name:  Amit Mishra
nationality:  Bowler
player_type:  10,00,000
player_price:  
No:  742
name:  Shivil Kaushik
nationality:  Bowler
player_type:  10,00,000
player_price:  
No:  743
name:  Akshdeep Nath
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
No:  744
name:  Sarabjit Ladda
nationality:  Bowler
player_type:  10,00,000
player_price:  
No:  745
name:  Umang Sharma
nationality:  Batsman
player_type:  10,00,000
player_price:  
No:  746
name:  Paras Dogra
nationality:  Batsman
player_type:  10,00,000
player_price:  
Kings XI Punjab
Details: 
No:  747
name:  Mohit Sharma
nationality:  Bowler
player_type:  6,50,00,000
player_price:  
No:  748
name:  Kyle Abbott
nationality:  Bowler
player_type:  2,10,00,000
player_price:  
No:  749
name:  K.C. Cariappa
nationality:  Bowler
player_type:  80,00,000
player_price:  
No:  750
name:  Marcus Stoinis
nationality:  All-Rounder
player_type:  55,00,000
player_price:  
No:  751
name:  Farhaan Behardien
nationality:  All-Rounder
player_type:  30,00,000
player_price:  
No:  752
name:  Pardeep Sahu
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
No:  753
name:  Armaan Jaffer
nationality:  Batsman
player_type:  10,00,000
player_price:  
No:  754
name:  Swapnil Singh
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
Kolkata Knight Riders
Details: 
No:  755
name:  Jaydev Unadkat
nationality:  Bowler
player_type:  1,60,00,000
player_price:  
No:  756
name:  Ankit Singh Rajpoot
nationality:  Bowler
player_type:  1,50,00,000
player_price:  
No:  757
name:  John Hastings
nationality:  Bowler
player_type:  1,30,00,000
player_price:  
No:  758
name:  Jason Holder
nationality:  All-Rounder
player_type:  70,00,000
player_price:  
No:  759
name:  Colin Munro
nationality:  All-Rounder
player_type:  30,00,000
player_price:  
No:  760
name:  Rajagopal Sathish
nationality:  All-Rounder
player_type:  20,00,000
player_price:  
No:  761
name:  Manan Ajay Sharma
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
Mumbai Indians
Details: 
No:  762
name:  Jos Buttler
nationality:  Wicket Keeper
player_type:  3,80,00,000
player_price:  
No:  763
name:  Nathu Singh
nationality:  Bowler
player_type:  3,20,00,000
player_price:  
No:  764
name:  Tim Southee
nationality:  Bowler
player_type:  2,50,00,000
player_price:  
No:  765
name:  Krunal Pandya
nationality:  All-Rounder
player_type:  2,00,00,000
player_price:  
No:  766
name:  Kishore Pramod Kamath
nationality:  All-Rounder
player_type:  1,40,00,000
player_price:  
No:  767
name:  Deepak Punia
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
No:  768
name:  Jitesh Sharma
nationality:  Wicket Keeper
player_type:  10,00,000
player_price:  
Rising Pune Supergiant
Details: 
No:  769
name:  Mitchell Marsh
nationality:  All-Rounder
player_type:  4,80,00,000
player_price:  
No:  770
name:  M. Ashwin
nationality:  Bowler
player_type:  4,50,00,000
player_price:  
No:  771
name:  Ishant Sharma
nationality:  Bowler
player_type:  3,80,00,000
player_price:  
No:  772
name:  Kevin Pietersen
nationality:  Batsman
player_type:  3,50,00,000
player_price:  
No:  773
name:  Irfan Pathan
nationality:  All-Rounder
player_type:  1,00,00,000
player_price:  
No:  774
name:  Thisara Perera
nationality:  All-Rounder
player_type:  1,00,00,000
player_price:  
No:  775
name:  Rajat Bhatia
nationality:  All-Rounder
player_type:  60,00,000
player_price:  
No:  776
name:  Ashok Dinda
nationality:  Bowler
player_type:  50,00,000
player_price:  
No:  777
name:  Scott Boland
nationality:  Bowler
player_type:  50,00,000
player_price:  
No:  778
name:  Peter Handscomb
nationality:  Wicket Keeper
player_type:  30,00,000
player_price:  
No:  779
name:  Rudra Pratap Singh
nationality:  Bowler
player_type:  30,00,000
player_price:  
No:  780
name:  Adam Zampa
nationality:  Bowler
player_type:  30,00,000
player_price:  
No:  781
name:  Ishwar Chandra Pandey
nationality:  Bowler
player_type:  20,00,000
player_price:  
No:  782
name:  Deepak Chahar
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
No:  783
name:  Jaskaran Singh
nationality:  Bowler
player_type:  10,00,000
player_price:  
No:  784
name:  Baba Aparajith
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
No:  785
name:  Ankush Bains
nationality:  Wicket Keeper
player_type:  10,00,000
player_price:  
No:  786
name:  Ankit Sharma
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
 Royal Challengers Bangalore
Details: 
No:  787
name:  Shane Watson
nationality:  All-Rounder
player_type:  9,50,00,000
player_price:  
No:  788
name:  Stuart Binny
nationality:  All-Rounder
player_type:  2,00,00,000
player_price:  
No:  789
name:  Kane Richardson
nationality:  Bowler
player_type:  2,00,00,000
player_price:  
No:  790
name:  Samuel Badree
nationality:  Bowler
player_type:  50,00,000
player_price:  
No:  791
name:  Travis Head
nationality:  Batsman
player_type:  50,00,000
player_price:  
No:  792
name:  Praveen Dubey
nationality:  All-Rounder
player_type:  35,00,000
player_price:  
No:  793
name:  Vikramjeet Malik
nationality:  Bowler
player_type:  20,00,000
player_price:  
No:  794
name:  Akshay Karnewar
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
No:  795
name:  Iqbal Abdullah
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
No:  796
name:  Sachin Baby
nationality:  Batsman
player_type:  10,00,000
player_price:  
No:  797
name:  Vikas Tokas
nationality:  Bowler
player_type:  10,00,000
player_price:  
 Sunrisers Hyderabad
Details: 
No:  798
name:  Yuvraj Singh
nationality:  All-Rounder
player_type:  7,00,00,000
player_price:  
No:  799
name:  Ashish Nehra
nationality:  Bowler
player_type:  5,50,00,000
player_price:  
No:  800
name:  Deepak Hooda
nationality:  All-Rounder
player_type:  4,20,00,000
player_price:  
No:  801
name:  Mustafizur Rahman
nationality:  Bowler
player_type:  1,40,00,000
player_price:  
No:  802
name:  Aditya Tare
nationality:  Wicket Keeper
player_type:  1,20,00,000
player_price:  
No:  803
name:  Barinder Singh Sran
nationality:  Bowler
player_type:  1,20,00,000
player_price:  
No:  804
name:  Ben Cutting
nationality:  All-Rounder
player_type:  50,00,000
player_price:  
No:  805
name:  Vijay Shankar
nationality:  All-Rounder
player_type:  35,00,000
player_price:  
No:  806
name:  Abhimanyu Mithun
nationality:  Bowler
player_type:  30,00,000
player_price:  
No:  807
name:  Tirumalasetti Suman
nationality:  Batsman
player_type:  10,00,000
player_price:  
Season:  2015
Delhi Daredevils
Details: 
No:  808
name:  Yuvraj Singh
nationality:  Batsman
player_type:  16,00,00,000
player_price:  
No:  809
name:  Angelo Mathews
nationality:  All-Rounder
player_type:  7,50,00,000
player_price:  
No:  810
name:  Zaheer Khan
nationality:  Bowler
player_type:  4,00,00,000
player_price:  
No:  811
name:  Amit Mishra
nationality:  Bowler
player_type:  3,50,00,000
player_price:  
No:  812
name:  Shreyas Iyer
nationality:  Batsman
player_type:  2,60,00,000
player_price:  
No:  813
name:  Gurinder Sandhu
nationality:  Bowler
player_type:  1,70,00,000
player_price:  
No:  814
name:  Jaydev Unadkat
nationality:  Bowler
player_type:  1,10,00,000
player_price:  
No:  815
name:  Domnic Joseph Muthuswamy
nationality:  Bowler
player_type:  75,00,000
player_price:  
No:  816
name:  Albie Morkel
nationality:  All-Rounder
player_type:  30,00,000
player_price:  
No:  817
name:  Travis Head
nationality:  Batsman
player_type:  30,00,000
player_price:  
No:  818
name:  Marcus Stoinis
nationality:  All-Rounder
player_type:  25,00,000
player_price:  
No:  819
name:  C.M. Gautam
nationality:  Wicket Keeper
player_type:  20,00,000
player_price:  
No:  820
name:  Kona Srikar Bharat
nationality:  Wicket Keeper
player_type:  10,00,000
player_price:  
No:  821
name:  K.K. Jiyaz
nationality:  Bowler
player_type:  10,00,000
player_price:  
Kings XI Punjab
Details: 
No:  822
name:  Murali Vijay
nationality:  Batsman
player_type:  3,00,00,000
player_price:  
No:  823
name:  Nikhil Shankar Naik
nationality:  Wicket Keeper
player_type:  30,00,000
player_price:  
No:  824
name:  Yogesh Gowalkar
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
Kolkata Knight Riders
Details: 
No:  825
name:  K.C. Cariappa
nationality:  Bowler
player_type:  2,40,00,000
player_price:  
No:  826
name:  James Neesham
nationality:  All-Rounder
player_type:  50,00,000
player_price:  
No:  827
name:  Brad Hogg
nationality:  Bowler
player_type:  50,00,000
player_price:  
No:  828
name:  Aditya Garhwal
nationality:  All-Rounder
player_type:  25,00,000
player_price:  
No:  829
name:  Sheldon Jackson
nationality:  Batsman
player_type:  15,00,000
player_price:  
No:  830
name:  Sumit Narwal
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
No:  831
name:  Vaibhav Rawal
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
Mumbai Indians
Details: 
No:  832
name:  Aaron Finch
nationality:  Batsman
player_type:  3,20,00,000
player_price:  
No:  833
name:  Pragyan Ojha
nationality:  Bowler
player_type:  50,00,000
player_price:  
No:  834
name:  Abhimanyu Mithun
nationality:  Bowler
player_type:  30,00,000
player_price:  
No:  835
name:  Mitchell McClenaghan
nationality:  Bowler
player_type:  30,00,000
player_price:  
No:  836
name:  Aiden Blizzard
nationality:  Batsman
player_type:  30,00,000
player_price:  
No:  837
name:  Hardik Pandya
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
No:  838
name:  Akshay Wakhare
nationality:  Bowler
player_type:  10,00,000
player_price:  
No:  839
name:  Nitish Rana
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
No:  840
name:  Siddhesh Dinesh Lad
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
No:  841
name:  J. Suchitch
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
Rajasthan Royals
Details: 
No:  842
name:  Christopher Morris
nationality:  All-Rounder
player_type:  1,40,00,000
player_price:  
No:  843
name:  Juan Theron
nationality:  Bowler
player_type:  30,00,000
player_price:  
No:  844
name:  Barinder Singh Saran
nationality:  Bowler
player_type:  10,00,000
player_price:  
No:  845
name:  Dinesh Salunkhe
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
No:  846
name:  Sagar Trivedi
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
No:  847
name:  Pardeep Sahu
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
 Royal Challengers Bangalore
Details: 
No:  848
name:  Dinesh Karthik
nationality:  Wicket Keeper
player_type:  10,50,00,000
player_price:  
No:  849
name:  Darren Sammy
nationality:  All-Rounder
player_type:  2,80,00,000
player_price:  
No:  850
name:  David Wiese
nationality:  All-Rounder
player_type:  2,80,00,000
player_price:  
No:  851
name:  Sean Abbott
nationality:  Bowler
player_type:  1,00,00,000
player_price:  
No:  852
name:  Adam Milne
nationality:  Bowler
player_type:  70,00,000
player_price:  
No:  853
name:  Sarfaraz Naushad Khan
nationality:  Batsman
player_type:  50,00,000
player_price:  
No:  854
name:  Subramaniam Badrinath
nationality:  Batsman
player_type:  30,00,000
player_price:  
No:  855
name:  Jalaj Saxena
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
No:  856
name:  Shishir Bhavane
nationality:  Batsman
player_type:  10,00,000
player_price:  
 Sunrisers Hyderabad
Details: 
No:  857
name:  Trent Boult
nationality:  Bowler
player_type:  3,80,00,000
player_price:  
No:  858
name:  Praveen Kumar
nationality:  Bowler
player_type:  2,20,00,000
player_price:  
No:  859
name:  Kevin Pietersen
nationality:  Batsman
player_type:  2,00,00,000
player_price:  
No:  860
name:  Eoin Morgan
nationality:  Batsman
player_type:  1,50,00,000
player_price:  
No:  861
name:  Ravi Bopara
nationality:  All-Rounder
player_type:  1,00,00,000
player_price:  
No:  862
name:  Kane Williamson
nationality:  All-Rounder
player_type:  60,00,000
player_price:  
No:  863
name:  Laxmi Ratan Shukla
nationality:  All-Rounder
player_type:  30,00,000
player_price:  
No:  864
name:  Prasanth Padmanabhan
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
No:  865
name:  Hanuma Vihari
nationality:  Batsman
player_type:  10,00,000
player_price:  
No:  866
name:  Siddarth Kaul
nationality:  Bowler
player_type:  10,00,000
player_price:  
Season:  2014
Delhi Daredevils
Details: 
No:  867
name:  Dinesh Karthik
nationality:  Wicket Keeper
player_type:  12,50,00,000
player_price:  
No:  868
name:  Kevin Pietersen
nationality:  Batsman
player_type:  9,00,00,000
player_price:  
No:  869
name:  Murali Vijay
nationality:  Batsman
player_type:  5,00,00,000
player_price:  
No:  870
name:  Mohammad Shami
nationality:  Bowler
player_type:  4,25,00,000
player_price:  
No:  871
name:  Nathan Coulter-Nile
nationality:  Bowler
player_type:  4,25,00,000
player_price:  
No:  872
name:  Quinton De Kock
nationality:  Wicket Keeper
player_type:  3,50,00,000
player_price:  
No:  873
name:  Manoj Tiwary
nationality:  Batsman
player_type:  2,80,00,000
player_price:  
No:  874
name:  Jaydev Unadkat
nationality:  Bowler
player_type:  2,80,00,000
player_price:  
No:  875
name:  Jean-Paul Duminy
nationality:  Batsman
player_type:  2,20,00,000
player_price:  
No:  876
name:  Ross Taylor
nationality:  Batsman
player_type:  2,00,00,000
player_price:  
No:  877
name:  Kedar Jadhav
nationality:  Batsman
player_type:  2,00,00,000
player_price:  
No:  878
name:  Rahul Sharma
nationality:  Bowler
player_type:  1,90,00,000
player_price:  
No:  879
name:  Mayank Agarwal
nationality:  Batsman
player_type:  1,60,00,000
player_price:  
No:  880
name:  Laxmi Ratan Shukla
nationality:  All-Rounder
player_type:  1,50,00,000
player_price:  
No:  881
name:  James Neesham
nationality:  All-Rounder
player_type:  1,00,00,000
player_price:  
No:  882
name:  Wayne Parnell
nationality:  Bowler
player_type:  1,00,00,000
player_price:  
No:  883
name:  Shahbaz Nadeem
nationality:  Bowler
player_type:  85,00,000
player_price:  
No:  884
name:  Saurabh Tiwary
nationality:  Batsman
player_type:  70,00,000
player_price:  
No:  885
name:  Siddarth Kaul
nationality:  Bowler
player_type:  45,00,000
player_price:  
No:  886
name:  Rahul Shukla
nationality:  Bowler
player_type:  40,00,000
player_price:  
No:  887
name:  Jayant Yadav
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
No:  888
name:  HS Sharath
nationality:  Bowler
player_type:  10,00,000
player_price:  
No:  889
name:  Milind Kumar
nationality:  Batsman
player_type:  10,00,000
player_price:  
Kings XI Punjab
Details: 
No:  890
name:  Mitchell Johnson
nationality:  All-Rounder
player_type:  6,50,00,000
player_price:  
No:  891
name:  Glenn Maxwell
nationality:  All-Rounder
player_type:  6,00,00,000
player_price:  
No:  892
name:  George Bailey
nationality:  Batsman
player_type:  3,25,00,000
player_price:  
No:  893
name:  Virender Sehwag
nationality:  Batsman
player_type:  3,20,00,000
player_price:  
No:  894
name:  Rishi Dhawan
nationality:  All-Rounder
player_type:  3,00,00,000
player_price:  
No:  895
name:  Wriddhiman Saha
nationality:  Wicket Keeper
player_type:  2,20,00,000
player_price:  
No:  896
name:  Shaun Marsh
nationality:  Batsman
player_type:  2,20,00,000
player_price:  
No:  897
name:  Cheteshwar Pujara
nationality:  Batsman
player_type:  1,90,00,000
player_price:  
No:  898
name:  Beuran Hendricks
nationality:  Bowler
player_type:  1,80,00,000
player_price:  
No:  899
name:  Lakshmipathy Balaji
nationality:  Bowler
player_type:  1,80,00,000
player_price:  
No:  900
name:  Thisara Perera
nationality:  All-Rounder
player_type:  1,60,00,000
player_price:  
No:  901
name:  Gurkirat Singh Mann
nationality:  Batsman
player_type:  1,30,00,000
player_price:  
No:  902
name:  Murali Kartik
nationality:  Bowler
player_type:  1,00,00,000
player_price:  
No:  903
name:  Sandeep Sharma
nationality:  Bowler
player_type:  85,00,000
player_price:  
No:  904
name:  Mandeep Hardev Singh
nationality:  All-Rounder
player_type:  80,00,000
player_price:  
No:  905
name:  Akshar Rajesh Patel
nationality:  All-Rounder
player_type:  75,00,000
player_price:  
No:  906
name:  Parvinder Awana
nationality:  Bowler
player_type:  65,00,000
player_price:  
No:  907
name:  Shardul Narendra Thakur
nationality:  Bowler
player_type:  20,00,000
player_price:  
No:  908
name:  Anureet Singh
nationality:  Bowler
player_type:  20,00,000
player_price:  
No:  909
name:  Shivam Sharma
nationality:  Bowler
player_type:  10,00,000
player_price:  
No:  910
name:  Karanveer Singh
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
Kolkata Knight Riders
Details: 
No:  911
name:  Jacques Kallis
nationality:  All-Rounder
player_type:  5,50,00,000
player_price:  
No:  912
name:  Robin Uthappa
nationality:  Batsman
player_type:  5,00,00,000
player_price:  
No:  913
name:  Piyush Chawla
nationality:  Bowler
player_type:  4,25,00,000
player_price:  
No:  914
name:  Yusuf Pathan
nationality:  All-Rounder
player_type:  3,25,00,000
player_price:  
No:  915
name:  Shakib Al Hasan
nationality:  All-Rounder
player_type:  2,80,00,000
player_price:  
No:  916
name:  Morne Morkel
nationality:  Bowler
player_type:  2,80,00,000
player_price:  
No:  917
name:  Ranganath Vinay Kumar
nationality:  Bowler
player_type:  2,80,00,000
player_price:  
No:  918
name:  Umesh Yadav
nationality:  Bowler
player_type:  2,60,00,000
player_price:  
No:  919
name:  Manish Pandey
nationality:  Batsman
player_type:  1,70,00,000
player_price:  
No:  920
name:  Chris Lynn
nationality:  Batsman
player_type:  1,30,00,000
player_price:  
No:  921
name:  Patrick Cummins
nationality:  Bowler
player_type:  1,00,00,000
player_price:  
No:  922
name:  Ryan Ten Doeschate
nationality:  All-Rounder
player_type:  1,00,00,000
player_price:  
No:  923
name:  Suryakumar Yadav
nationality:  Batsman
player_type:  70,00,000
player_price:  
No:  924
name:  Andre Russell
nationality:  All-Rounder
player_type:  60,00,000
player_price:  
No:  925
name:  Manvinder Bisla
nationality:  Wicket Keeper
player_type:  60,00,000
player_price:  
No:  926
name:  Veer Pratap Singh
nationality:  Bowler
player_type:  40,00,000
player_price:  
No:  927
name:  Kuldeep Singh Yadav
nationality:  Bowler
player_type:  40,00,000
player_price:  
No:  928
name:  Debabrata Das
nationality:  Wicket Keeper
player_type:  20,00,000
player_price:  
No:  929
name:  Sayan Sekhar Mandal
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
Mumbai Indians
Details: 
No:  930
name:  Michael Hussey
nationality:  Batsman
player_type:  5,00,00,000
player_price:  
No:  931
name:  Corey Anderson
nationality:  All-Rounder
player_type:  4,50,00,000
player_price:  
No:  932
name:  Pragyan Ojha
nationality:  Bowler
player_type:  3,25,00,000
player_price:  
No:  933
name:  Zaheer Khan
nationality:  Bowler
player_type:  2,60,00,000
player_price:  
No:  934
name:  Aditya Tare
nationality:  Wicket Keeper
player_type:  1,60,00,000
player_price:  
No:  935
name:  Jasprit Bumrah
nationality:  Bowler
player_type:  1,20,00,000
player_price:  
No:  936
name:  Jalaj Saxena
nationality:  All-Rounder
player_type:  90,00,000
player_price:  
No:  937
name:  Josh Hazlewood
nationality:  Bowler
player_type:  50,00,000
player_price:  
No:  938
name:  Marchant De Lange
nationality:  Bowler
player_type:  30,00,000
player_price:  
No:  939
name:  Krismar Santokie
nationality:  Bowler
player_type:  30,00,000
player_price:  
No:  940
name:  Ben Dunk
nationality:  Wicket Keeper
player_type:  20,00,000
player_price:  
No:  941
name:  C.M. Gautam
nationality:  Wicket Keeper
player_type:  20,00,000
player_price:  
No:  942
name:  Apoorv Vijay Wankhade
nationality:  Batsman
player_type:  10,00,000
player_price:  
No:  943
name:  Pawan Suyal
nationality:  Bowler
player_type:  10,00,000
player_price:  
No:  944
name:  Sushant Marathe
nationality:  Wicket Keeper
player_type:  10,00,000
player_price:  
No:  945
name:  Shreyas Gopal
nationality:  Bowler
player_type:  10,00,000
player_price:  
Rajasthan Royals
Details: 
No:  946
name:  Steven Smith
nationality:  All-Rounder
player_type:  4,00,00,000
player_price:  
No:  947
name:  Brad Hodge
nationality:  Batsman
player_type:  2,40,00,000
player_price:  
No:  948
name:  Rajat Bhatia
nationality:  All-Rounder
player_type:  1,70,00,000
player_price:  
No:  949
name:  Tim Southee
nationality:  Bowler
player_type:  1,20,00,000
player_price:  
No:  950
name:  Dhawal Kulkarni
nationality:  Bowler
player_type:  1,10,00,000
player_price:  
No:  951
name:  Abhishek Nayar
nationality:  All-Rounder
player_type:  1,00,00,000
player_price:  
No:  952
name:  Kane Richardson
nationality:  Bowler
player_type:  1,00,00,000
player_price:  
No:  953
name:  Ben Cutting
nationality:  Bowler
player_type:  80,00,000
player_price:  
No:  954
name:  Karun Nair
nationality:  Batsman
player_type:  75,00,000
player_price:  
No:  955
name:  Unmukt Chand
nationality:  Batsman
player_type:  65,00,000
player_price:  
No:  956
name:  Iqbal Abdullah
nationality:  All-Rounder
player_type:  65,00,000
player_price:  
No:  957
name:  Deepak Hooda
nationality:  Bowler
player_type:  40,00,000
player_price:  
No:  958
name:  Dishant Yagnik
nationality:  Wicket Keeper
player_type:  30,00,000
player_price:  
No:  959
name:  Kevon Cooper
nationality:  All-Rounder
player_type:  30,00,000
player_price:  
No:  960
name:  Vikramjeet Malik
nationality:  Bowler
player_type:  20,00,000
player_price:  
No:  961
name:  Ankit Nagendra Sharma
nationality:  Bowler
player_type:  10,00,000
player_price:  
No:  962
name:  Rahul Tewatia
nationality:  All-Rounder
player_type:  10,00,000
player_price:  
No:  963
name:  Ankush Bains
nationality:  Wicket Keeper
player_type:  10,00,000
player_price:  
No:  964
name:  Amit Mishra
nationality:  Bowler
player_type:  10,00,000
player_price:  
No:  965
name:  Pravin Tambe
nationality:  Bowler
player_type:  10,00,000
player_price:  
 Royal Challengers Bangalore
Details: 
No:  966
name:  Yuvraj Singh
nationality:  All-Rounder
player_type:  14,00,00,000
player_price:  
No:  967
name:  Mitchell Starc
nationality:  Bowler
player_type:  5,00,00,000
player_price:  
No:  968
name:  Albie Morkel
nationality:  All-Rounder
player_type:  2,40,00,000
player_price:  
No:  969
name:  Varun Aaron
nationality:  Bowler
player_type:  2,00,00,000
player_price:  
No:  970
name:  Ashok Dinda
nationality:  Bowler
player_type:  1,50,00,000
player_price:  
No:  971
name:  Parthiv Patel
nationality:  Wicket Keeper
player_type:  1,40,00,000
player_price:  
No:  972
name:  Muttiah Muralitharan
nationality:  Bowler
player_type:  1,00,00,000
player_price:  
No:  973
name:  Ravi Rampaul
nationality:  Bowler
player_type:  90,00,000
player_price:  
No:  974
name:  Nic Maddinson
nationality:  Batsman
player_type:  50,00,000
player_price:  
No:  975
name:  Harshal Patel
nationality:  Bowler
player_type:  40,00,000
player_price:  
No:  976
name:  Vijay Zol
nationality:  Batsman
player_type:  30,00,000
player_price:  
No:  977
name:  Abu Nechim Ahmed
nationality:  Bowler
player_type:  30,00,000
player_price:  
No:  978
name:  Sachin Rana
nationality:  Bowler
player_type:  20,00,000
player_price:  
No:  979
name:  Shadab Jakati
nationality:  Bowler
player_type:  20,00,000
player_price:  
No:  980
name:  Sandeep Warrier
nationality:  Bowler
player_type:  10,00,000
player_price:  
No:  981
name:  Tanmay Mishra
nationality:  Batsman
player_type:  10,00,000
player_price:  
No:  982
name:  Yogesh Takawale
nationality:  Wicket Keeper
player_type:  10,00,000
player_price:  
No:  983
name:  Yuzvendra Singh Chahal
nationality:  Bowler
player_type:  10,00,000
player_price:  
 Sunrisers Hyderabad
Details: 
No:  984
name:  David Warner
nationality:  Batsman
player_type:  5,50,00,000
player_price:  
No:  985
name:  Amit Mishra
nationality:  Bowler
player_type:  4,75,00,000
player_price:  
No:  986
name:  Bhuvneshwar Kumar
nationality:  Bowler
player_type:  4,25,00,000
player_price:  
No:  987
name:  Aaron Finch
nationality:  Batsman
player_type:  4,00,00,000
player_price:  
No:  988
name:  Karn Sharma
nationality:  Bowler
player_type:  3,75,00,000
player_price:  
No:  989
name:  Darren Sammy
nationality:  All-Rounder
player_type:  3,50,00,000
player_price:  
No:  990
name:  Ishant Sharma
nationality:  Bowler
player_type:  2,60,00,000
player_price:  
No:  991
name:  Irfan Pathan
nationality:  All-Rounder
player_type:  2,40,00,000
player_price:  
No:  992
name:  Moises Henriques
nationality:  All-Rounder
player_type:  1,00,00,000
player_price:  
No:  993
name:  KL Rahul
nationality:  Batsman
player_type:  1,00,00,000
player_price:  
No:  994
name:  Parveez Rasool
nationality:  All-Rounder
player_type:  95,00,000
player_price:  
No:  995
name:  Jason Holder
nationality:  Bowler
player_type:  75,00,000
player_price:  
No:  996
name:  Venugopal Rao
nationality:  Batsman
player_type:  55,00,000
player_price:  
No:  997
name:  Naman Ojha
nationality:  Wicket Keeper
player_type:  50,00,000
player_price:  
No:  998
name:  Brendan Taylor
nationality:  Wicket Keeper
player_type:  30,00,000
player_price:  
No:  999
name:  Prasanth Parameswaran
nationality:  Bowler
player_type:  30,00,000
player_price:  
No:  1000
name:  Amit Paunikar
nationality:  Wicket Keeper
player_type:  20,00,000
player_price:  
No:  1001
name:  Ashish Reddy
nationality:  Bowler
player_type:  20,00,000
player_price:  
No:  1002
name:  Srikkanth Anirudha
nationality:  Batsman
player_type:  20,00,000
player_price:  
No:  1003
name:  Ricky Bhui
nationality:  Batsman
player_type:  10,00,000
player_price:  
No:  1004
name:  Chama Milind
nationality:  Bowler
player_type:  10,00,000
player_price:  
No:  1005
name:  Manprit Juneja
nationality:  Batsman
player_type:  10,00,000
player_price:  
Season:  2013
Delhi Daredevils
Details: 
No:  1006
name:  Johan Botha
nationality:  All-Rounder
player_type:  450,000
player_price:  
No:  1007
name:  Jesse Ryder
nationality:  All-Rounder
player_type:  260,000
player_price:  
No:  1008
name:  Jeevan Mendis
nationality:  All-Rounder
player_type:  50,000
player_price:  
Kings XI Punjab
Details: 
No:  1009
name:  Manpreet Gony
nationality:  Bowler
player_type:  500,000
player_price:  
No:  1010
name:  Luke Pomersbach
nationality:  Batsman
player_type:  300,000
player_price:  
Kolkata Knight Riders
Details: 
No:  1011
name:  Sachithra Senanayaka
nationality:  All-Rounder
player_type:  625,000
player_price:  
No:  1012
name:  Ryan McLaren
nationality:  Bowler
player_type:  50,000
player_price:  
Mumbai Indians
Details: 
No:  1013
name:  Glenn Maxwell
nationality:  All-Rounder
player_type:  1,000,000
player_price:  
No:  1014
name:  Nathan Coulter-Nile
nationality:  Bowler
player_type:  450,000
player_price:  
No:  1015
name:  Ricky Ponting
nationality:  Batsman
player_type:  400,000
player_price:  
No:  1016
name:  Philip Hughes
nationality:  Batsman
player_type:  100,000
player_price:  
No:  1017
name:  Jacob Oram
nationality:  All-Rounder
player_type:  50,000
player_price:  
Pune Warriors India
Details: 
No:  1018
name:  Ajantha Mendis
nationality:  Bowler
player_type:  725,000
player_price:  
No:  1019
name:  Kane Richardson
nationality:  Bowler
player_type:  700,000
player_price:  
No:  1020
name:  Abhishek Nayar
nationality:  All-Rounder
player_type:  675,000
player_price:  
No:  1021
name:  Michael Clarke
nationality:  Batsman
player_type:  400,000
player_price:  
Rajasthan Royals
Details: 
No:  1022
name:  James Faulkner
nationality:  All-Rounder
player_type:  400,000
player_price:  
No:  1023
name:  Fidel Edwards
nationality:  Bowler
player_type:  210,000
player_price:  
No:  1024
name:  Kusal Janith Perera
nationality:  Wicket Keeper
player_type:  20,000
player_price:  
 Royal Challengers Bangalore
Details: 
No:  1025
name:  Jaydev Unadkat
nationality:  Bowler
player_type:  525,000
player_price:  
No:  1026
name:  Rudra Pratap Singh
nationality:  Bowler
player_type:  400,000
player_price:  
No:  1027
name:  Moises Henriques
nationality:  All-Rounder
player_type:  300,000
player_price:  
No:  1028
name:  Ravi Rampaul
nationality:  Bowler
player_type:  290,000
player_price:  
No:  1029
name:  Pankaj Singh
nationality:  Bowler
player_type:  150,000
player_price:  
No:  1030
name:  Daniel Christian
nationality:  All-Rounder
player_type:  100,000
player_price:  
No:  1031
name:  Christopher Barnwell
nationality:  All-Rounder
player_type:  50,000
player_price:  
 Sunrisers Hyderabad
Details: 
No:  1032
name:  Thisara Perera
nationality:  All-Rounder
player_type:  675,000
player_price:  
No:  1033
name:  Darren Sammy
nationality:  All-Rounder
player_type:  425,000
player_price:  
No:  1034
name:  Sudeep Tyagi
nationality:  Bowler
player_type:  100,000
player_price:  
No:  1035
name:  Clinton McKay
nationality:  Bowler
player_type:  100,000
player_price:  
No:  1036
name:  Nathan McCullum
nationality:  Bowler
player_type:  100,000
player_price:  
No:  1037
name:  Quinton De Kock
nationality:  Wicket Keeper
player_type:  20,000
player_price:  
{1: ['2024', 'Avanish Rao Aravelly ', 'Indian ', 'Wicket-Keeper ', ' Chennai Super Kings', '20,00,000 '], 2: ['2024', 'Mustafizur Rahman ', 'Overseas ', 'Bowler ', ' Chennai Super Kings', '2,00,00,000 '], 3: ['2024', 'Daryl Mitchell ', 'Overseas ', 'All-Rounder ', ' Chennai Super Kings', '14,00,00,000 '], 4: ['2024', 'Sameer Rizvi ', 'Indian ', 'Batter ', ' Chennai Super Kings', '8,40,00,000 '], 5: ['2024', 'Rachin Ravindra ', 'Overseas ', 'All-Rounder ', ' Chennai Super Kings', '1,80,00,000 '], 6: ['2024', 'Shardul Thakur ', 'Indian ', 'All-Rounder ', ' Chennai Super Kings', '4,00,00,000 '], 7: ['2024', 'Ricky Bhui ', 'Indian ', 'Wicket-Keeper ', ' Delhi Capitals', '20,00,000 '], 8: ['2024', 'Sumit Kumar ', 'Indian ', 'All-Rounder ', ' Delhi Capitals', '1,00,00,000 '], 9: ['2024', 'Swastik Chhikara ', 'Indian ', 'Batter ', ' Delhi Capitals', '20,00,000 '], 10: ['2024', 'Jhye Richardson ', 'Overseas ', 'Bowler ', ' Delhi Capitals', '5,00,00,000 '], 11: ['2024', 'Shai Hope ', 'Overseas ', 'Wicket-Keeper ', ' Delhi Capitals', '75,00,000 '], 12: ['2024', 'Rasikh Dar ', 'Indian ', 'Bowler ', ' Delhi Capitals', '20,00,000 '], 13: ['2024', 'Kumar Kushagra ', 'Indian ', 'Wicket-Keeper ', ' Delhi Capitals', '7,20,00,000 '], 14: ['2024', 'Tristan Stubbs ', 'Overseas ', 'Wicket-Keeper ', ' Delhi Capitals', '50,00,000 '], 15: ['2024', 'Harry Brook ', 'Overseas ', 'Batter ', ' Delhi Capitals', '4,00,00,000 '], 16: ['2024', 'Kartik Tyagi ', 'Indian ', 'Bowler ', ' Gujarat Titans', '60,00,000 '], 17: ['2024', 'Spencer Johnson ', 'Overseas ', 'Bowler ', ' Gujarat Titans', '10,00,00,000 '], 18: ['2024', 'Manav Suthar ', 'Indian ', 'Bowler ', ' Gujarat Titans', '20,00,000 '], 19: ['2024', 'Robin Minz ', 'Indian ', 'Wicket-Keeper ', ' Gujarat Titans', '3,60,00,000 '], 20: ['2024', 'Sushant Mishra ', 'Indian ', 'Bowler ', ' Gujarat Titans', '2,20,00,000 '], 21: ['2024', 'Azmatullah Omarzai ', 'Overseas ', 'All-Rounder ', ' Gujarat Titans', '50,00,000 '], 22: ['2024', 'Shahrukh Khan ', 'Indian ', 'All-Rounder ', ' Gujarat Titans', '7,40,00,000 '], 23: ['2024', 'Umesh Yadav ', 'Indian ', 'Bowler ', ' Gujarat Titans', '5,80,00,000 '], 24: ['2024', 'Mujeeb Rahman ', 'Overseas ', 'Bowler ', ' Kolkata Knight Riders', '2,00,00,000 '], 25: ['2024', 'Manish Pandey ', 'Indian ', 'Batter ', ' Kolkata Knight Riders', '50,00,000 '], 26: ['2024', 'Gus Atkinson ', 'Overseas ', 'Bowler ', ' Kolkata Knight Riders', '1,00,00,000 '], 27: ['2024', 'Angkrish Raghuvanshi ', 'Indian ', 'Batter ', ' Kolkata Knight Riders', '20,00,000 '], 28: ['2024', 'Mitchell  Starc ', 'Overseas ', 'Bowler ', ' Kolkata Knight Riders', '24,75,00,000 '], 29: ['2024', 'Sherfane Rutherford ', 'Overseas ', 'Batter ', ' Kolkata Knight Riders', '1,50,00,000 '], 30: ['2024', 'Ramandeep  Singh ', 'Indian ', 'All-Rounder ', ' Kolkata Knight Riders', '20,00,000 '], 31: ['2024', 'K.S. Bharat ', 'Indian ', 'Wicket-Keeper ', ' Kolkata Knight Riders', '50,00,000 '], 32: ['2024', 'Chetan Sakariya ', 'Indian ', 'Bowler ', ' Kolkata Knight Riders', '50,00,000 '], 33: ['2024', 'Sakib Hussain ', 'Indian ', 'Bowler ', ' Kolkata Knight Riders', '20,00,000 '], 34: ['2024', 'Ashton Turner ', 'Overseas ', 'Batter ', ' Lucknow Super Giants', '1,00,00,000 '], 35: ['2024', 'David Willey  ', 'Overseas ', 'All-Rounder ', ' Lucknow Super Giants', '2,00,00,000 '], 36: ['2024', 'M. Siddharth ', 'Indian ', 'Bowler ', ' Lucknow Super Giants', '2,40,00,000 '], 37: ['2024', 'Shivam  Mavi ', 'Indian ', 'Bowler ', ' Lucknow Super Giants', '6,40,00,000 '], 38: ['2024', 'Arshin Kulkarni ', 'Indian ', 'All-Rounder ', ' Lucknow Super Giants', '20,00,000 '], 39: ['2024', 'Mohd. Arshad Khan ', 'Indian ', 'All-Rounder ', ' Lucknow Super Giants', '20,00,000 '], 40: ['2024', 'Dilshan Madushanka ', 'Overseas ', 'Bowler ', ' Mumbai Indians', '4,60,00,000 '], 41: ['2024', 'Shreyas Gopal ', 'Indian ', 'Bowler ', ' Mumbai Indians', '20,00,000 '], 42: ['2024', 'Shivalik Sharma ', 'Indian ', 'All-Rounder ', ' Mumbai Indians', '20,00,000 '], 43: ['2024', 'Anshul Kamboj ', 'Indian ', 'All-Rounder ', ' Mumbai Indians', '20,00,000 '], 44: ['2024', 'Mohammad Nabi ', 'Overseas ', 'All-Rounder ', ' Mumbai Indians', '1,50,00,000 '], 45: ['2024', 'Naman Dhir ', 'Indian ', 'All-Rounder ', ' Mumbai Indians', '20,00,000 '], 46: ['2024', 'Nuwan Thushara ', 'Overseas ', 'Bowler ', ' Mumbai Indians', '4,80,00,000 '], 47: ['2024', 'Gerald Coetzee ', 'Overseas ', 'All-Rounder ', ' Mumbai Indians', '5,00,00,000 '], 48: ['2024', 'Chris Woakes  ', 'Overseas ', 'All-Rounder ', ' Punjab Kings', '4,20,00,000 '], 49: ['2024', 'Tanay Thyagarajann ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '20,00,000 '], 50: ['2024', 'Vishwanath Pratap Singh ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '20,00,000 '], 51: ['2024', 'Ashutosh Sharma ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '20,00,000 '], 52: ['2024', 'Shashank  Singh ', 'Indian ', 'Batter ', ' Punjab Kings', '20,00,000 '], 53: ['2024', 'Rilee Rossouw ', 'Overseas ', 'Batter ', ' Punjab Kings', '8,00,00,000 '], 54: ['2024', 'Prince Choudhary ', 'Indian ', 'Bowler ', ' Punjab Kings', '20,00,000 '], 55: ['2024', 'Harshal Patel ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '11,75,00,000 '], 56: ['2024', 'Shubham Dubey ', 'Indian ', 'Batter ', ' Rajasthan Royals', '5,80,00,000 '], 57: ['2024', 'Rovman Powell ', 'Overseas ', 'Batter ', ' Rajasthan Royals', '7,40,00,000 '], 58: ['2024', 'Abid Mushtaq ', 'Indian ', 'All-Rounder ', ' Rajasthan Royals', '20,00,000 '], 59: ['2024', 'Nandre Burger ', 'Overseas ', 'Bowler ', ' Rajasthan Royals', '50,00,000 '], 60: ['2024', 'Tom Kohler-Cadmore ', 'Overseas ', 'Wicket-Keeper ', ' Rajasthan Royals', '40,00,000 '], 61: ['2024', 'Lockie Ferguson ', 'Overseas ', 'Bowler ', ' Royal Challengers Bengaluru', '2,00,00,000 '], 62: ['2024', 'Tom Curran ', 'Overseas ', 'All-Rounder ', ' Royal Challengers Bengaluru', '1,50,00,000 '], 63: ['2024', 'Saurav Chuahan ', 'Indian ', 'Batter ', ' Royal Challengers Bengaluru', '20,00,000 '], 64: ['2024', 'Alzarri Joseph ', 'Overseas ', 'Bowler ', ' Royal Challengers Bengaluru', '11,50,00,000 '], 65: ['2024', 'Swapnil Singh ', 'Indian ', 'All-Rounder ', ' Royal Challengers Bengaluru', '20,00,000 '], 66: ['2024', 'Yash  Dayal ', 'Indian ', 'Bowler ', ' Royal Challengers Bengaluru', '5,00,00,000 '], 67: ['2024', 'Jhathavedh Subramanyan ', 'Indian ', 'Bowler ', ' Sunrisers Hyderabad', '20,00,000 '], 68: ['2024', 'Akash Singh ', 'Indian ', 'Bowler ', ' Sunrisers Hyderabad', '20,00,000 '], 69: ['2024', 'Jaydev Unadkat ', 'Indian ', 'Bowler ', ' Sunrisers Hyderabad', '1,60,00,000 '], 70: ['2024', 'Wanindu Hasaranga ', 'Overseas ', 'All-Rounder ', ' Sunrisers Hyderabad', '1,50,00,000 '], 71: ['2024', 'Pat Cummins ', 'Overseas ', 'All-Rounder ', ' Sunrisers Hyderabad', '20,50,00,000 '], 72: ['2024', 'Travis Head ', 'Overseas ', 'Batter ', ' Sunrisers Hyderabad', '6,80,00,000 '], 73: ['2023', 'Ajinkya Rahane ', 'Indian ', 'Batter ', ' Chennai Super Kings', '50,00,000 '], 74: ['2023', 'Bhagath Varma ', 'Indian ', 'All-Rounder ', ' Chennai Super Kings', '20,00,000 '], 75: ['2023', 'Kyle Jamieson ', 'Overseas ', 'Bowler ', ' Chennai Super Kings', '1,00,00,000 '], 76: ['2023', 'Ajay Mandal ', 'Indian ', 'All-Rounder ', ' Chennai Super Kings', '20,00,000 '], 77: ['2023', 'Nishant Sindhu ', 'Indian ', 'All-Rounder ', ' Chennai Super Kings', '60,00,000 '], 78: ['2023', 'Shaik Rasheed ', 'Indian ', 'Batter ', ' Chennai Super Kings', '20,00,000 '], 79: ['2023', 'Ben Stokes ', 'Overseas ', 'All-Rounder ', ' Chennai Super Kings', '16,25,00,000 '], 80: ['2023', 'Phil Salt ', 'Overseas ', 'Wicket-Keeper ', ' Delhi Capitals', '2,00,00,000 '], 81: ['2023', 'Ishant Sharma ', 'Indian ', 'Bowler ', ' Delhi Capitals', '50,00,000 '], 82: ['2023', 'Rilee Rossouw ', 'Overseas ', 'Batter ', ' Delhi Capitals', '4,60,00,000 '], 83: ['2023', 'Manish Pandey ', 'Indian ', 'Batter ', ' Delhi Capitals', '2,40,00,000 '], 84: ['2023', 'Mukesh Kumar ', 'Indian ', 'Bowler ', ' Delhi Capitals', '5,50,00,000 '], 85: ['2023', 'Shivam Mavi ', 'Indian ', 'Bowler ', ' Gujarat Titans', '6,00,00,000 '], 86: ['2023', 'K.S. Bharat ', 'Indian ', 'Wicket-Keeper ', ' Gujarat Titans', '1,20,00,000 '], 87: ['2023', 'Urvil Patel ', 'Indian ', 'Wicket-Keeper ', ' Gujarat Titans', '20,00,000 '], 88: ['2023', 'Mohit Sharma ', 'Indian ', 'Bowler ', ' Gujarat Titans', '50,00,000 '], 89: ['2023', 'Joshua Little ', 'Overseas ', 'Bowler ', ' Gujarat Titans', '4,40,00,000 '], 90: ['2023', 'Kane Williamson ', 'Overseas ', 'Batter ', ' Gujarat Titans', '2,00,00,000 '], 91: ['2023', 'Odean Smith ', 'Overseas ', 'All-Rounder ', ' Gujarat Titans', '50,00,000 '], 92: ['2023', 'Kulwant Khejroliya ', 'Indian ', 'Bowler ', ' Kolkata Knight Riders', '20,00,000 '], 93: ['2023', 'Shakib Al Hasan ', 'Overseas ', 'All-Rounder ', ' Kolkata Knight Riders', '1,50,00,000 '], 94: ['2023', 'Vaibhav Arora ', 'Indian ', 'Bowler ', ' Kolkata Knight Riders', '60,00,000 '], 95: ['2023', 'N. Jagadeesan ', 'Indian ', 'Wicket-Keeper ', ' Kolkata Knight Riders', '90,00,000 '], 96: ['2023', 'David Wiese ', 'Overseas ', 'All-Rounder ', ' Kolkata Knight Riders', '1,00,00,000 '], 97: ['2023', 'Mandeep Singh ', 'Indian ', 'Batter ', ' Kolkata Knight Riders', '50,00,000 '], 98: ['2023', 'Litton Das ', 'Overseas ', 'Wicket-Keeper ', ' Kolkata Knight Riders', '50,00,000 '], 99: ['2023', 'Suyash Sharma ', 'Indian ', 'Bowler ', ' Kolkata Knight Riders', '20,00,000 '], 100: ['2023', 'Amit Mishra ', 'Indian ', 'Bowler ', ' Lucknow Super Giants', '50,00,000 '], 101: ['2023', 'Nicholas Pooran ', 'Overseas ', 'Wicket-Keeper ', ' Lucknow Super Giants', '16,00,00,000 '], 102: ['2023', 'Romario Shepherd ', 'Overseas ', 'All-Rounder ', ' Lucknow Super Giants', '50,00,000 '], 103: ['2023', 'Daniel Sams ', 'Overseas ', 'All-Rounder ', ' Lucknow Super Giants', '75,00,000 '], 104: ['2023', 'Swapnil Singh ', 'Indian ', 'All-Rounder ', ' Lucknow Super Giants', '20,00,000 '], 105: ['2023', 'Yudhvir Charak ', 'Indian ', 'All-Rounder ', ' Lucknow Super Giants', '20,00,000 '], 106: ['2023', 'Prerak Mankad ', 'Indian ', 'All-Rounder ', ' Lucknow Super Giants', '20,00,000 '], 107: ['2023', 'Yash Thakur ', 'Indian ', 'Bowler ', ' Lucknow Super Giants', '45,00,000 '], 108: ['2023', 'Naveen Ul Haq ', 'Overseas ', 'Bowler ', ' Lucknow Super Giants', '50,00,000 '], 109: ['2023', 'Jaydev Unadkat ', 'Indian ', 'Bowler ', ' Lucknow Super Giants', '50,00,000 '], 110: ['2023', 'Jhye Richardson ', 'Overseas ', 'Bowler ', ' Mumbai Indians', '1,50,00,000 '], 111: ['2023', 'Nehal Wadhera ', 'Indian ', 'All-Rounder ', ' Mumbai Indians', '20,00,000 '], 112: ['2023', 'Raghav Goyal ', 'Indian ', 'Bowler ', ' Mumbai Indians', '20,00,000 '], 113: ['2023', 'Cameron Green ', 'Overseas ', 'All-Rounder ', ' Mumbai Indians', '17,50,00,000 '], 114: ['2023', 'Vishnu Vinod ', 'Indian ', 'Wicket-Keeper ', ' Mumbai Indians', '20,00,000 '], 115: ['2023', 'Duan Jansen ', 'Overseas ', 'All-Rounder ', ' Mumbai Indians', '20,00,000 '], 116: ['2023', 'Piyush Chawla ', 'Indian ', 'Bowler ', ' Mumbai Indians', '50,00,000 '], 117: ['2023', 'Shams Mulani ', 'Indian ', 'All-Rounder ', ' Mumbai Indians', '20,00,000 '], 118: ['2023', 'Harpreet Bhatia ', 'Indian ', 'Batter ', ' Punjab Kings', '40,00,000 '], 119: ['2023', 'Shivam Singh ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '20,00,000 '], 120: ['2023', 'Vidwath Kaverappa ', 'Indian ', 'Bowler ', ' Punjab Kings', '20,00,000 '], 121: ['2023', 'Mohit Rathee ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '20,00,000 '], 122: ['2023', 'Sam Curran ', 'Overseas ', 'All-Rounder ', ' Punjab Kings', '18,50,00,000 '], 123: ['2023', 'Sikandar Raza ', 'Overseas ', 'All-Rounder ', ' Punjab Kings', '50,00,000 '], 124: ['2023', 'Jason Holder ', 'Overseas ', 'All-Rounder ', ' Rajasthan Royals', '5,75,00,000 '], 125: ['2023', 'Adam Zampa ', 'Overseas ', 'Bowler ', ' Rajasthan Royals', '1,50,00,000 '], 126: ['2023', 'Abdul P A ', 'Indian ', 'All-Rounder ', ' Rajasthan Royals', '20,00,000 '], 127: ['2023', 'Akash Vashisht ', 'Indian ', 'All-Rounder ', ' Rajasthan Royals', '20,00,000 '], 128: ['2023', 'Donovan Ferreira ', 'Overseas ', 'Wicket-Keeper ', ' Rajasthan Royals', '50,00,000 '], 129: ['2023', 'Kunal Rathore ', 'Indian ', 'Wicket-Keeper ', ' Rajasthan Royals', '20,00,000 '], 130: ['2023', 'Joe Root ', 'Overseas ', 'Batter ', ' Rajasthan Royals', '1,00,00,000 '], 131: ['2023', 'Murugan Ashwin ', 'Indian ', 'Bowler ', ' Rajasthan Royals', '20,00,000 '], 132: ['2023', 'K.M. Asif ', 'Indian ', 'Bowler ', ' Rajasthan Royals', '30,00,000 '], 133: ['2023', 'Sonu Yadav ', 'Indian ', 'All-Rounder ', ' Royal Challengers Bangalore', '20,00,000 '], 134: ['2023', 'Himanshu Sharma ', 'Indian ', 'Bowler ', ' Royal Challengers Bangalore', '20,00,000 '], 135: ['2023', 'Avinash Singh ', 'Indian ', 'Bowler ', ' Royal Challengers Bangalore', '60,00,000 '], 136: ['2023', 'Manoj Bhandage ', 'Indian ', 'All-Rounder ', ' Royal Challengers Bangalore', '20,00,000 '], 137: ['2023', 'Will Jacks ', 'Overseas ', 'Batter ', ' Royal Challengers Bangalore', '3,20,00,000 '], 138: ['2023', 'Reece Topley ', 'Overseas ', 'Bowler ', ' Royal Challengers Bangalore', '1,90,00,000 '], 139: ['2023', 'Rajan Kumar ', 'Indian ', 'Bowler ', ' Royal Challengers Bangalore', '70,00,000 '], 140: ['2023', 'Sanvir Singh ', 'Indian ', 'All-Rounder ', ' Sunrisers Hyderabad', '20,00,000 '], 141: ['2023', 'Harry Brook ', 'Overseas ', 'Batter ', ' Sunrisers Hyderabad', '13,25,00,000 '], 142: ['2023', 'Heinrich Klaasen ', 'Overseas ', 'Wicket-Keeper ', ' Sunrisers Hyderabad', '5,25,00,000 '], 143: ['2023', 'Akeal Hosein ', 'Overseas ', 'Bowler ', ' Sunrisers Hyderabad', '1,00,00,000 '], 144: ['2023', 'Mayank Markande ', 'Indian ', 'Bowler ', ' Sunrisers Hyderabad', '50,00,000 '], 145: ['2023', 'Adil Rashid ', 'Overseas ', 'Bowler ', ' Sunrisers Hyderabad', '2,00,00,000 '], 146: ['2023', 'Anmolpreet Singh ', 'Indian ', 'Batter ', ' Sunrisers Hyderabad', '20,00,000 '], 147: ['2023', 'Vivrant Sharma ', 'Indian ', 'All-Rounder ', ' Sunrisers Hyderabad', '2,60,00,000 '], 148: ['2023', 'Samarth Vyas ', 'Indian ', 'All-Rounder ', ' Sunrisers Hyderabad', '20,00,000 '], 149: ['2023', 'Upendra Singh Yadav ', 'Indian ', 'Wicket-Keeper ', ' Sunrisers Hyderabad', '25,00,000 '], 150: ['2023', 'Nitish Kumar Reddy ', 'Indian ', 'Wicket-Keeper ', ' Sunrisers Hyderabad', '20,00,000 '], 151: ['2023', 'Mayank Agarwal ', 'Indian ', 'Batter ', ' Sunrisers Hyderabad', '8,25,00,000 '], 152: ['2023', 'Mayank Dagar ', 'Indian ', 'All-Rounder ', ' Sunrisers Hyderabad', '1,80,00,000 '], 153: ['2022', 'Robin Uthappa ', 'Indian ', 'Batsman ', ' Chennai Super Kings', '2,00,00,000 '], 154: ['2022', 'Dwayne Bravo ', 'Overseas ', 'All-Rounder ', ' Chennai Super Kings', '4,40,00,000 '], 155: ['2022', 'Ambati Rayudu ', 'Indian ', 'Wicket Keeper ', ' Chennai Super Kings', '6,75,00,000 '], 156: ['2022', 'Deepak Chahar ', 'Indian ', 'Bowler ', ' Chennai Super Kings', '14,00,00,000 '], 157: ['2022', 'C.Hari Nishaanth ', 'Indian ', 'Batsman ', ' Chennai Super Kings', '20,00,000 '], 158: ['2022', 'N. Jagadeesan ', 'Indian ', 'Wicket Keeper ', ' Chennai Super Kings', '20,00,000 '], 159: ['2022', 'K.M. Asif ', 'Indian ', 'Bowler ', ' Chennai Super Kings', '20,00,000 '], 160: ['2022', 'Tushar Deshpande ', 'Indian ', 'Bowler ', ' Chennai Super Kings', '20,00,000 '], 161: ['2022', 'Shivam Dube ', 'Indian ', 'All-Rounder ', ' Chennai Super Kings', '4,00,00,000 '], 162: ['2022', 'Chris Jordan ', 'Overseas ', 'All-Rounder ', ' Chennai Super Kings', '3,60,00,000 '], 163: ['2022', 'Maheesh Theekshana ', 'Overseas ', 'Bowler ', ' Chennai Super Kings', '70,00,000 '], 164: ['2022', 'Rajvardhan Hangargekar ', 'Indian ', 'All-Rounder ', ' Chennai Super Kings', '1,50,00,000 '], 165: ['2022', 'Simarjeet Singh ', 'Indian ', 'Bowler ', ' Chennai Super Kings', '20,00,000 '], 166: ['2022', 'Devon Conway ', 'Overseas ', 'Batsman ', ' Chennai Super Kings', '1,00,00,000 '], 167: ['2022', 'Dwaine Pretorius ', 'Overseas ', 'All-Rounder ', ' Chennai Super Kings', '50,00,000 '], 168: ['2022', 'Mitchell Santner ', 'Overseas ', 'All-Rounder ', ' Chennai Super Kings', '1,90,00,000 '], 169: ['2022', 'Adam Milne ', 'Overseas ', 'Bowler ', ' Chennai Super Kings', '1,90,00,000 '], 170: ['2022', 'Subhranshu Senapati ', 'Indian ', 'Batsman ', ' Chennai Super Kings', '20,00,000 '], 171: ['2022', 'Mukesh Choudhary ', 'Indian ', 'Bowler ', ' Chennai Super Kings', '20,00,000 '], 172: ['2022', 'Prashant Solanki ', 'Indian ', 'Bowler ', ' Chennai Super Kings', '1,20,00,000 '], 173: ['2022', 'K.Bhagath Varma ', 'Indian ', 'All-Rounder ', ' Chennai Super Kings', '20,00,000 '], 174: ['2022', 'David Warner ', 'Overseas ', 'Batsman ', ' Delhi Capitals', '6,25,00,000 '], 175: ['2022', 'Mitchell Marsh ', 'Overseas ', 'All-Rounder ', ' Delhi Capitals', '6,50,00,000 '], 176: ['2022', 'Mustafizur Rahman ', 'Overseas ', 'Bowler ', ' Delhi Capitals', '2,00,00,000 '], 177: ['2022', 'Shardul Thakur ', 'Indian ', 'Bowler ', ' Delhi Capitals', '10,75,00,000 '], 178: ['2022', 'Kuldeep Yadav ', 'Indian ', 'Bowler ', ' Delhi Capitals', '2,00,00,000 '], 179: ['2022', 'Ashwin Hebbar ', 'Indian ', 'Batsman ', ' Delhi Capitals', '20,00,000 '], 180: ['2022', 'Sarfaraz Khan ', 'Indian ', 'All-Rounder ', ' Delhi Capitals', '20,00,000 '], 181: ['2022', 'Kamlesh Nagarkoti ', 'Indian ', 'All-Rounder ', ' Delhi Capitals', '1,10,00,000 '], 182: ['2022', 'K.S. Bharat ', 'Indian ', 'Wicket Keeper ', ' Delhi Capitals', '2,00,00,000 '], 183: ['2022', 'Mandeep Singh ', 'Indian ', 'Batsman ', ' Delhi Capitals', '1,10,00,000 '], 184: ['2022', 'Syed Khaleel Ahmed ', 'Indian ', 'Bowler ', ' Delhi Capitals', '5,25,00,000 '], 185: ['2022', 'Lungisani Ngidi ', 'Overseas ', 'Bowler ', ' Delhi Capitals', '50,00,000 '], 186: ['2022', 'Chetan Sakariya ', 'Indian ', 'Bowler ', ' Delhi Capitals', '4,20,00,000 '], 187: ['2022', 'Yash Dhull ', 'Indian ', 'All-Rounder ', ' Delhi Capitals', '50,00,000 '], 188: ['2022', 'Vicky Ostwal ', 'Indian ', 'All-Rounder ', ' Delhi Capitals', '20,00,000 '], 189: ['2022', 'Ripal Patel ', 'Indian ', 'All-Rounder ', ' Delhi Capitals', '20,00,000 '], 190: ['2022', 'Lalit Yadav ', 'Indian ', 'All-Rounder ', ' Delhi Capitals', '65,00,000 '], 191: ['2022', 'Rovman Powell ', 'Overseas ', 'Batsman ', ' Delhi Capitals', '2,80,00,000 '], 192: ['2022', 'Tim Seifert ', 'Overseas ', 'Wicket Keeper ', ' Delhi Capitals', '50,00,000 '], 193: ['2022', 'Pravin Dubey ', 'Indian ', 'All-Rounder ', ' Delhi Capitals', '50,00,000 '], 194: ['2022', 'Mohammad Shami ', 'Indian ', 'Bowler ', ' Gujarat Titans', '6,25,00,000 '], 195: ['2022', 'David Miller ', 'Overseas ', 'Batsman ', ' Gujarat Titans', '3,00,00,000 '], 196: ['2022', 'Jason Roy  ', 'Overseas ', 'Batsman ', ' Gujarat Titans', '2,00,00,000 '], 197: ['2022', 'Wriddhiman  Saha ', 'Indian ', 'Wicket Keeper ', ' Gujarat Titans', '1,90,00,000 '], 198: ['2022', 'Matthew Wade ', 'Overseas ', 'Wicket Keeper ', ' Gujarat Titans', '2,40,00,000 '], 199: ['2022', 'Lockie Ferguson ', 'Overseas ', 'Bowler ', ' Gujarat Titans', '10,00,00,000 '], 200: ['2022', 'Abhinav Sadarangani ', 'Indian ', 'Batsman ', ' Gujarat Titans', '2,60,00,000 '], 201: ['2022', 'Rahul Tewatia ', 'Indian ', 'All-Rounder ', ' Gujarat Titans', '9,00,00,000 '], 202: ['2022', 'Noor  Ahmad ', 'Overseas ', 'Bowler ', ' Gujarat Titans', '30,00,000 '], 203: ['2022', 'R. Sai Kishore ', 'Indian ', 'Bowler ', ' Gujarat Titans', '3,00,00,000 '], 204: ['2022', 'Dominic Drakes ', 'Overseas ', 'All-Rounder ', ' Gujarat Titans', '1,10,00,000 '], 205: ['2022', 'Vijay Shankar ', 'Indian ', 'All-Rounder ', ' Gujarat Titans', '1,40,00,000 '], 206: ['2022', 'Jayant Yadav ', 'Indian ', 'All-Rounder ', ' Gujarat Titans', '1,70,00,000 '], 207: ['2022', 'Darshan Nalkande ', 'Indian ', 'All-Rounder ', ' Gujarat Titans', '20,00,000 '], 208: ['2022', 'Yash  Dayal ', 'Indian ', 'Bowler ', ' Gujarat Titans', '3,20,00,000 '], 209: ['2022', 'B. Sai Sudharsan ', 'Indian ', 'All-Rounder ', ' Gujarat Titans', '20,00,000 '], 210: ['2022', 'Gurkeerat Singh ', 'Indian ', 'All-Rounder ', ' Gujarat Titans', '50,00,000 '], 211: ['2022', 'Alzarri Joseph ', 'Overseas ', 'Bowler ', ' Gujarat Titans', '2,40,00,000 '], 212: ['2022', 'Varun Aaron ', 'Indian ', 'Bowler ', ' Gujarat Titans', '50,00,000 '], 213: ['2022', 'Pradeep Sangwan ', 'Indian ', 'All-Rounder ', ' Gujarat Titans', '20,00,000 '], 214: ['2022', 'Pat Cummins ', 'Overseas ', 'All-Rounder ', ' Kolkata Knight Riders', '7,25,00,000 '], 215: ['2022', 'Shreyas Iyer ', 'Indian ', 'Batsman ', ' Kolkata Knight Riders', '12,25,00,000 '], 216: ['2022', 'Mohammad  Nabi ', 'Overseas ', 'All-Rounder ', ' Kolkata Knight Riders', '1,00,00,000 '], 217: ['2022', 'Nitish Rana ', 'Indian ', 'All-Rounder ', ' Kolkata Knight Riders', '8,00,00,000 '], 218: ['2022', 'Sam Billings  ', 'Overseas ', 'Wicket Keeper ', ' Kolkata Knight Riders', '2,00,00,000 '], 219: ['2022', 'Umesh Yadav ', 'Indian ', 'Bowler ', ' Kolkata Knight Riders', '2,00,00,000 '], 220: ['2022', 'Shivam  Mavi ', 'Indian ', 'All-Rounder ', ' Kolkata Knight Riders', '7,25,00,000 '], 221: ['2022', 'Sheldon Jackson ', 'Indian ', 'Wicket Keeper ', ' Kolkata Knight Riders', '60,00,000 '], 222: ['2022', 'Ajinkya Rahane ', 'Indian ', 'Batsman ', ' Kolkata Knight Riders', '1,00,00,000 '], 223: ['2022', 'Rinku Singh ', 'Indian ', 'Batsman ', ' Kolkata Knight Riders', '55,00,000 '], 224: ['2022', 'Anukul Roy ', 'Indian ', 'All-Rounder ', ' Kolkata Knight Riders', '20,00,000 '], 225: ['2022', 'Alex Hales  ', 'Overseas ', 'Batsman ', ' Kolkata Knight Riders', '1,50,00,000 '], 226: ['2022', 'Rasikh Dar ', 'Indian ', 'Bowler ', ' Kolkata Knight Riders', '20,00,000 '], 227: ['2022', 'Tim Southee ', 'Overseas ', 'Bowler ', ' Kolkata Knight Riders', '1,50,00,000 '], 228: ['2022', 'Baba Indrajith ', 'Indian ', 'Wicket Keeper ', ' Kolkata Knight Riders', '20,00,000 '], 229: ['2022', 'Chamika Karunaratne ', 'Overseas ', 'All-Rounder ', ' Kolkata Knight Riders', '50,00,000 '], 230: ['2022', 'Abhijeet Tomar ', 'Indian ', 'Batsman ', ' Kolkata Knight Riders', '40,00,000 '], 231: ['2022', 'Aman Khan ', 'Indian ', 'All-Rounder ', ' Kolkata Knight Riders', '20,00,000 '], 232: ['2022', 'Ramesh Kumar ', 'Indian ', 'Batsman ', ' Kolkata Knight Riders', '20,00,000 '], 233: ['2022', 'Pratham Singh ', 'Indian ', 'Batsman ', ' Kolkata Knight Riders', '20,00,000 '], 234: ['2022', 'Ashok Sharma ', 'Indian ', 'Bowler ', ' Kolkata Knight Riders', '55,00,000 '], 235: ['2022', 'Quinton De Kock ', 'Overseas ', 'Wicket Keeper ', ' Lucknow Super Giants', '6,75,00,000 '], 236: ['2022', 'Manish Pandey ', 'Indian ', 'Batsman ', ' Lucknow Super Giants', '4,60,00,000 '], 237: ['2022', 'Krunal Pandya ', 'Indian ', 'All-Rounder ', ' Lucknow Super Giants', '8,25,00,000 '], 238: ['2022', 'Mark Wood ', 'Overseas ', 'Bowler ', ' Lucknow Super Giants', '7,50,00,000 '], 239: ['2022', 'Avesh Khan ', 'Indian ', 'Bowler ', ' Lucknow Super Giants', '10,00,00,000 '], 240: ['2022', 'Ankit Singh Rajpoot ', 'Indian ', 'Bowler ', ' Lucknow Super Giants', '50,00,000 '], 241: ['2022', 'K. Gowtham ', 'Indian ', 'All-Rounder ', ' Lucknow Super Giants', '90,00,000 '], 242: ['2022', 'Dushmanta Chameera ', 'Overseas ', 'Bowler ', ' Lucknow Super Giants', '2,00,00,000 '], 243: ['2022', 'Shahbaz Nadeem ', 'Indian ', 'Bowler ', ' Lucknow Super Giants', '50,00,000 '], 244: ['2022', 'Manan Vohra ', 'Indian ', 'Batsman ', ' Lucknow Super Giants', '20,00,000 '], 245: ['2022', 'Evin Lewis ', 'Overseas ', 'Batsman ', ' Lucknow Super Giants', '2,00,00,000 '], 246: ['2022', 'Mohsin Khan ', 'Indian ', 'Bowler ', ' Lucknow Super Giants', '20,00,000 '], 247: ['2022', 'Mayank Yadav ', 'Indian ', 'Bowler ', ' Lucknow Super Giants', '20,00,000 '], 248: ['2022', 'Ayush Badoni ', 'Indian ', 'All-Rounder ', ' Lucknow Super Giants', '20,00,000 '], 249: ['2022', 'Kyle Mayers ', 'Overseas ', 'All-Rounder ', ' Lucknow Super Giants', '50,00,000 '], 250: ['2022', 'Karan Sharma ', 'Indian ', 'All-Rounder ', ' Lucknow Super Giants', '20,00,000 '], 251: ['2022', 'Jason Holder ', 'Overseas ', 'All-Rounder ', ' Lucknow Super Giants', '8,75,00,000 '], 252: ['2022', 'Deepak Hooda ', 'Indian ', 'All-Rounder ', ' Lucknow Super Giants', '5,75,00,000 '], 253: ['2022', 'Ishan Kishan ', 'Indian ', 'Wicket Keeper ', ' Mumbai Indians', '15,25,00,000 '], 254: ['2022', 'Dewald Brevis ', 'Overseas ', 'Batsman ', ' Mumbai Indians', '3,00,00,000 '], 255: ['2022', 'Anmolpreet Singh ', 'Indian ', 'Batsman ', ' Mumbai Indians', '20,00,000 '], 256: ['2022', 'Basil Thampi ', 'Indian ', 'Bowler ', ' Mumbai Indians', '30,00,000 '], 257: ['2022', 'Murugan Ashwin ', 'Indian ', 'Bowler ', ' Mumbai Indians', '1,60,00,000 '], 258: ['2022', 'Jaydev Unadkat ', 'Indian ', 'Bowler ', ' Mumbai Indians', '1,30,00,000 '], 259: ['2022', 'Mayank Markande ', 'Indian ', 'Bowler ', ' Mumbai Indians', '65,00,000 '], 260: ['2022', 'N. Tilak Varma ', 'Indian ', 'All-Rounder ', ' Mumbai Indians', '1,70,00,000 '], 261: ['2022', 'Sanjay Yadav ', 'Indian ', 'All-Rounder ', ' Mumbai Indians', '50,00,000 '], 262: ['2022', 'Jofra Archer ', 'Overseas ', 'All-Rounder ', ' Mumbai Indians', '8,00,00,000 '], 263: ['2022', 'Daniel Sams ', 'Overseas ', 'All-Rounder ', ' Mumbai Indians', '2,60,00,000 '], 264: ['2022', 'Tymal Mills ', 'Overseas ', 'Bowler ', ' Mumbai Indians', '1,50,00,000 '], 265: ['2022', 'Tim David ', 'Overseas ', 'All-Rounder ', ' Mumbai Indians', '8,25,00,000 '], 266: ['2022', 'Ramandeep  Singh ', 'Indian ', 'All-Rounder ', ' Mumbai Indians', '20,00,000 '], 267: ['2022', 'Aryan Juyal ', 'Indian ', 'Wicket Keeper ', ' Mumbai Indians', '20,00,000 '], 268: ['2022', 'Fabian Allen ', 'Overseas ', 'All-Rounder ', ' Mumbai Indians', '75,00,000 '], 269: ['2022', 'Riley Meredith ', 'Overseas ', 'Bowler ', ' Mumbai Indians', '1,00,00,000 '], 270: ['2022', 'Rahul Buddhi ', 'Indian ', 'Batsman ', ' Mumbai Indians', '20,00,000 '], 271: ['2022', 'Hrithik Shokeen ', 'Indian ', 'All-Rounder ', ' Mumbai Indians', '20,00,000 '], 272: ['2022', 'Mohd. Arshad Khan ', 'Indian ', 'All-Rounder ', ' Mumbai Indians', '20,00,000 '], 273: ['2022', 'Arjun  Tendulkar ', 'Indian ', 'All-Rounder ', ' Mumbai Indians', '30,00,000 '], 274: ['2022', 'Shikhar Dhawan ', 'Indian ', 'Batsman ', ' Punjab Kings', '8,25,00,000 '], 275: ['2022', 'Kagiso Rabada ', 'Overseas ', 'Bowler ', ' Punjab Kings', '9,25,00,000 '], 276: ['2022', 'Jonny Bairstow  ', 'Overseas ', 'Wicket Keeper ', ' Punjab Kings', '6,75,00,000 '], 277: ['2022', 'Rahul Chahar ', 'Indian ', 'Bowler ', ' Punjab Kings', '5,25,00,000 '], 278: ['2022', 'Harpreet  Brar ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '3,80,00,000 '], 279: ['2022', 'Shahrukh Khan ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '9,00,00,000 '], 280: ['2022', 'Jitesh Sharma ', 'Indian ', 'Wicket Keeper ', ' Punjab Kings', '20,00,000 '], 281: ['2022', 'Prabhsimran Singh ', 'Indian ', 'Wicket Keeper ', ' Punjab Kings', '60,00,000 '], 282: ['2022', 'Ishan Porel ', 'Indian ', 'Bowler ', ' Punjab Kings', '25,00,000 '], 283: ['2022', 'Liam Livingstone ', 'Overseas ', 'All-Rounder ', ' Punjab Kings', '11,50,00,000 '], 284: ['2022', 'Odean Smith ', 'Overseas ', 'All-Rounder ', ' Punjab Kings', '6,00,00,000 '], 285: ['2022', 'Sandeep Sharma ', 'Indian ', 'Bowler ', ' Punjab Kings', '50,00,000 '], 286: ['2022', 'Raj Angad Bawa ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '2,00,00,000 '], 287: ['2022', 'Rishi Dhawan ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '55,00,000 '], 288: ['2022', 'Nathan Ellis ', 'Overseas ', 'Bowler ', ' Punjab Kings', '75,00,000 '], 289: ['2022', 'Prerak Mankad ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '20,00,000 '], 290: ['2022', 'Atharva Taide ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '20,00,000 '], 291: ['2022', 'Vaibhav Arora ', 'Indian ', 'Bowler ', ' Punjab Kings', '2,00,00,000 '], 292: ['2022', 'Bhanuka Rajapaksa ', 'Overseas ', 'Batsman ', ' Punjab Kings', '50,00,000 '], 293: ['2022', 'Benny Howell ', 'Overseas ', 'All-Rounder ', ' Punjab Kings', '40,00,000 '], 294: ['2022', 'Writtick Chatterjee ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '20,00,000 '], 295: ['2022', 'Baltej Dhanda ', 'Indian ', 'Bowler ', ' Punjab Kings', '20,00,000 '], 296: ['2022', 'Ansh Patel ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '20,00,000 '], 297: ['2022', 'R. Ashwin ', 'Indian ', 'All-Rounder ', ' Rajasthan Royals', '5,00,00,000 '], 298: ['2022', 'Trent Boult ', 'Overseas ', 'Bowler ', ' Rajasthan Royals', '8,00,00,000 '], 299: ['2022', 'Shimron Hetmyer ', 'Overseas ', 'Batsman ', ' Rajasthan Royals', '8,50,00,000 '], 300: ['2022', 'Devdutt Padikkal ', 'Indian ', 'Batsman ', ' Rajasthan Royals', '7,75,00,000 '], 301: ['2022', 'Prasidh Krishna ', 'Indian ', 'Bowler ', ' Rajasthan Royals', '10,00,00,000 '], 302: ['2022', 'Yuzvendra Chahal ', 'Indian ', 'Bowler ', ' Rajasthan Royals', '6,50,00,000 '], 303: ['2022', 'Riyan Parag ', 'Indian ', 'All-Rounder ', ' Rajasthan Royals', '3,80,00,000 '], 304: ['2022', 'K.C Cariappa ', 'Indian ', 'Bowler ', ' Rajasthan Royals', '30,00,000 '], 305: ['2022', 'James Neesham ', 'Overseas ', 'All-Rounder ', ' Rajasthan Royals', '1,50,00,000 '], 306: ['2022', 'Nathan Coulter-Nile ', 'Overseas ', 'Bowler ', ' Rajasthan Royals', '2,00,00,000 '], 307: ['2022', 'Navdeep Saini ', 'Indian ', 'Bowler ', ' Rajasthan Royals', '2,60,00,000 '], 308: ['2022', 'Kuldeep  Sen ', 'Indian ', 'Bowler ', ' Rajasthan Royals', '20,00,000 '], 309: ['2022', 'Karun Nair ', 'Indian ', 'Batsman ', ' Rajasthan Royals', '1,40,00,000 '], 310: ['2022', 'Rassie Van Der Dussen ', 'Overseas ', 'Batsman ', ' Rajasthan Royals', '1,00,00,000 '], 311: ['2022', 'Daryl Mitchell ', 'Overseas ', 'All-Rounder ', ' Rajasthan Royals', '75,00,000 '], 312: ['2022', 'Obed Mccoy ', 'Overseas ', 'Bowler ', ' Rajasthan Royals', '75,00,000 '], 313: ['2022', 'Dhruv Jurel ', 'Indian ', 'Wicket Keeper ', ' Rajasthan Royals', '20,00,000 '], 314: ['2022', 'Tejas Baroka ', 'Indian ', 'Bowler ', ' Rajasthan Royals', '20,00,000 '], 315: ['2022', 'Kuldip Yadav ', 'Indian ', 'Bowler ', ' Rajasthan Royals', '20,00,000 '], 316: ['2022', 'Shubham Garhwal ', 'Indian ', 'All-Rounder ', ' Rajasthan Royals', '20,00,000 '], 317: ['2022', 'Anunay Singh ', 'Indian ', 'All-Rounder ', ' Rajasthan Royals', '20,00,000 '], 318: ['2022', 'Faf Du Plessis ', 'Overseas ', 'Batsman ', ' Royal Challengers Bangalore', '7,00,00,000 '], 319: ['2022', 'Wanindu Hasaranga ', 'Overseas ', 'All-Rounder ', ' Royal Challengers Bangalore', '10,75,00,000 '], 320: ['2022', 'Harshal Patel ', 'Indian ', 'All-Rounder ', ' Royal Challengers Bangalore', '10,75,00,000 '], 321: ['2022', 'Dinesh  Karthik ', 'Indian ', 'Wicket Keeper ', ' Royal Challengers Bangalore', '5,50,00,000 '], 322: ['2022', 'Josh Hazlewood  ', 'Overseas ', 'Bowler ', ' Royal Challengers Bangalore', '7,75,00,000 '], 323: ['2022', 'Shahbaz Ahamad ', 'Indian ', 'All-Rounder ', ' Royal Challengers Bangalore', '2,40,00,000 '], 324: ['2022', 'Anuj Rawat ', 'Indian ', 'Wicket Keeper ', ' Royal Challengers Bangalore', '3,40,00,000 '], 325: ['2022', 'Akash  Deep  ', 'Indian ', 'Bowler ', ' Royal Challengers Bangalore', '20,00,000 '], 326: ['2022', 'Karn Sharma ', 'Indian ', 'Bowler ', ' Royal Challengers Bangalore', '50,00,000 '], 327: ['2022', 'Mahipal Lomror ', 'Indian ', 'All-Rounder ', ' Royal Challengers Bangalore', '95,00,000 '], 328: ['2022', 'Finn Allen ', 'Overseas ', 'Batsman ', ' Royal Challengers Bangalore', '80,00,000 '], 329: ['2022', 'Sherfane Rutherford ', 'Overseas ', 'All-Rounder ', ' Royal Challengers Bangalore', '1,00,00,000 '], 330: ['2022', 'Jason Behrendorff ', 'Overseas ', 'Bowler ', ' Royal Challengers Bangalore', '75,00,000 '], 331: ['2022', 'Siddharth  Kaul ', 'Indian ', 'Bowler ', ' Royal Challengers Bangalore', '75,00,000 '], 332: ['2022', 'Suyash Prabhudessai ', 'Indian ', 'All-Rounder ', ' Royal Challengers Bangalore', '30,00,000 '], 333: ['2022', 'Luvnith Sisodia ', 'Indian ', 'Wicket Keeper ', ' Royal Challengers Bangalore', '20,00,000 '], 334: ['2022', 'Chama Milind ', 'Indian ', 'Bowler ', ' Royal Challengers Bangalore', '25,00,000 '], 335: ['2022', 'Aneeshwar Gautam ', 'Indian ', 'All-Rounder ', ' Royal Challengers Bangalore', '20,00,000 '], 336: ['2022', 'David Willey  ', 'Overseas ', 'All-Rounder ', ' Royal Challengers Bangalore', '2,00,00,000 '], 337: ['2022', 'Washington Sundar ', 'Indian ', 'All-Rounder ', ' Sunrisers Hyderabad', '8,75,00,000 '], 338: ['2022', 'Nicholas Pooran ', 'Overseas ', 'Wicket Keeper ', ' Sunrisers Hyderabad', '10,75,00,000 '], 339: ['2022', 'Bhuvneshwar Kumar ', 'Indian ', 'Bowler ', ' Sunrisers Hyderabad', '4,20,00,000 '], 340: ['2022', 'T. Natarajan ', 'Indian ', 'Bowler ', ' Sunrisers Hyderabad', '4,00,00,000 '], 341: ['2022', 'Priyam  Garg ', 'Indian ', 'Batsman ', ' Sunrisers Hyderabad', '20,00,000 '], 342: ['2022', 'Rahul Tripathi ', 'Indian ', 'Batsman ', ' Sunrisers Hyderabad', '8,50,00,000 '], 343: ['2022', 'Abhishek Sharma ', 'Indian ', 'All-Rounder ', ' Sunrisers Hyderabad', '6,50,00,000 '], 344: ['2022', 'Vishnu Vinod ', 'Indian ', 'Wicket Keeper ', ' Sunrisers Hyderabad', '50,00,000 '], 345: ['2022', 'Kartik Tyagi ', 'Indian ', 'Bowler ', ' Sunrisers Hyderabad', '4,00,00,000 '], 346: ['2022', 'Shreyas Gopal ', 'Indian ', 'Bowler ', ' Sunrisers Hyderabad', '75,00,000 '], 347: ['2022', 'Jagadeesha Suchith ', 'Indian ', 'Bowler ', ' Sunrisers Hyderabad', '20,00,000 '], 348: ['2022', 'Aiden Markram ', 'Overseas ', 'Batsman ', ' Sunrisers Hyderabad', '2,60,00,000 '], 349: ['2022', 'Marco Jansen ', 'Overseas ', 'All-Rounder ', ' Sunrisers Hyderabad', '4,20,00,000 '], 350: ['2022', 'Romario Shepherd ', 'Overseas ', 'All-Rounder ', ' Sunrisers Hyderabad', '7,75,00,000 '], 351: ['2022', 'Glenn Phillips ', 'Overseas ', 'Wicket Keeper ', ' Sunrisers Hyderabad', '1,50,00,000 '], 352: ['2022', 'Fazalhaq Farooqi ', 'Overseas ', 'Bowler ', ' Sunrisers Hyderabad', '50,00,000 '], 353: ['2022', 'Sean Abbott ', 'Overseas ', 'Bowler ', ' Sunrisers Hyderabad', '2,40,00,000 '], 354: ['2022', 'R Samarth ', 'Indian ', 'Batsman ', ' Sunrisers Hyderabad', '20,00,000 '], 355: ['2022', 'Shashank Singh ', 'Indian ', 'All-Rounder ', ' Sunrisers Hyderabad', '20,00,000 '], 356: ['2022', 'Saurabh Dubey ', 'Indian ', 'Bowler ', ' Sunrisers Hyderabad', '20,00,000 '], 357: ['2021', 'Tom Curran ', 'All-Rounder ', '5,25,00,000', ' Delhi Capitals', ''], 358: ['2021', 'Steven Smith ', 'Batsman ', '2,20,00,000', ' Delhi Capitals', ''], 359: ['2021', 'Sam Billings ', 'Wicket Keeper ', '2,00,00,000', ' Delhi Capitals', ''], 360: ['2021', 'Umesh Yadav ', 'Bowler ', '1,00,00,000', ' Delhi Capitals', ''], 361: ['2021', 'Ripal Patel ', 'All-Rounder ', '20,00,000', ' Delhi Capitals', ''], 362: ['2021', 'Vishnu Vinod ', 'Wicket Keeper ', '20,00,000', ' Delhi Capitals', ''], 363: ['2021', 'Lukman Hussain Meriwala ', 'Bowler ', '20,00,000', ' Delhi Capitals', ''], 364: ['2021', 'M Siddharth ', 'Bowler ', '20,00,000', ' Delhi Capitals', ''], 365: ['2021', 'Shakib Al Hasan ', 'All-Rounder ', '3,20,00,000', ' Kolkata Knight Riders', ''], 366: ['2021', 'Harbhajan Singh ', 'Bowler ', '2,00,00,000', ' Kolkata Knight Riders', ''], 367: ['2021', 'Ben Cutting ', 'All-Rounder ', '75,00,000', ' Kolkata Knight Riders', ''], 368: ['2021', 'Karun Nair ', 'Batsman ', '50,00,000', ' Kolkata Knight Riders', ''], 369: ['2021', 'Pawan Negi ', 'All-Rounder ', '50,00,000', ' Kolkata Knight Riders', ''], 370: ['2021', 'Venkatesh Iyer ', 'All-Rounder ', '20,00,000', ' Kolkata Knight Riders', ''], 371: ['2021', 'Sheldon Jackson ', 'Wicket Keeper ', '20,00,000', ' Kolkata Knight Riders', ''], 372: ['2021', 'Vaibhav Arora ', 'Bowler ', '20,00,000', ' Kolkata Knight Riders', ''], 373: ['2021', 'Nathan Coulter-Nile ', 'Bowler ', '5,00,00,000', ' Mumbai Indians', ''], 374: ['2021', 'Adam Milne ', 'Bowler ', '3,20,00,000', ' Mumbai Indians', ''], 375: ['2021', 'Piyush Chawla ', 'Bowler ', '2,40,00,000', ' Mumbai Indians', ''], 376: ['2021', 'James Neesham ', 'All-Rounder ', '50,00,000', ' Mumbai Indians', ''], 377: ['2021', 'Yudhvir Charak ', 'All-Rounder ', '20,00,000', ' Mumbai Indians', ''], 378: ['2021', 'Marco Jansen ', 'All-Rounder ', '20,00,000', ' Mumbai Indians', ''], 379: ['2021', 'Arjun Tendulkar ', 'All-Rounder ', ' 20,00,000', ' Mumbai Indians', ''], 380: ['2021', 'Jhye Richardson ', 'Bowler ', '14,00,00,000', ' Punjab Kings', ''], 381: ['2021', 'Riley Meredith ', 'Bowler ', '8,00,00,000', ' Punjab Kings', ''], 382: ['2021', 'Shahrukh Khan ', 'All-Rounder ', '5,25,00,000', ' Punjab Kings', ''], 383: ['2021', 'Moises Henriques ', 'All-Rounder ', '4,20,00,000', ' Punjab Kings', ''], 384: ['2021', 'Dawid Malan ', 'All-Rounder ', '1,50,00,000', ' Punjab Kings', ''], 385: ['2021', 'Fabian Allen ', ' All-Rounder ', '75,00,000', ' Punjab Kings', ''], 386: ['2021', 'Jalaj Saxena ', 'All-Rounder ', '30,00,000', ' Punjab Kings', ''], 387: ['2021', 'Saurabh Kumar ', 'All-Rounder ', '20,00,000', ' Punjab Kings', ''], 388: ['2021', 'Utkarsh Singh ', 'All-Rounder ', '20,00,000', ' Punjab Kings', ''], 389: ['2021', 'Christopher Morris ', 'All-Rounder ', '16,25,00,000', ' Rajasthan Royals', ''], 390: ['2021', 'Shivam Dube ', 'All-Rounder ', '4,40,00,000', ' Rajasthan Royals', ''], 391: ['2021', 'Chetan Sakariya ', 'Bowler ', '1,20,00,000', ' Rajasthan Royals', ''], 392: ['2021', 'Mustafizur Rahman ', 'Bowler ', '1,00,00,000', ' Rajasthan Royals', ''], 393: ['2021', 'Liam Livingstone ', 'All-Rounder ', '75,00,000', ' Rajasthan Royals', ''], 394: ['2021', 'K.C Cariappa ', 'Bowler ', '20,00,000', ' Rajasthan Royals', ''], 395: ['2021', 'Akash Singh ', 'Bowler', '20,00,000', ' Rajasthan Royals', ''], 396: ['2021', 'Kuldip Yadav ', ' Bowler ', ' 20,00,000', ' Rajasthan Royals', ''], 397: ['2021', 'Kyle Jamieson ', 'All-Rounder ', '15,00,00,000', ' Royal Challengers Bangalore', ''], 398: ['2021', 'Glenn Maxwell ', 'All-Rounder ', '14,25,00,000', ' Royal Challengers Bangalore', ''], 399: ['2021', 'Dan Christian ', 'All-Rounder ', '4,80,00,000', ' Royal Challengers Bangalore', ''], 400: ['2021', 'Sachin Baby ', 'Batsman ', '20,00,000', ' Royal Challengers Bangalore', ''], 401: ['2021', 'Rajat Patidar ', 'Batsman ', '20,00,000', ' Royal Challengers Bangalore', ''], 402: ['2021', 'Mohammed Azharudeen ', 'Wicket Keeper ', '20,00,000', ' Royal Challengers Bangalore', ''], 403: ['2021', 'Suyash Prabhudesai ', 'All-Rounder ', '20,00,000', ' Royal Challengers Bangalore', ''], 404: ['2021', 'Kona Srikar Bharat ', ' Wicket Keeper', ' 20,00,000', ' Royal Challengers Bangalore', ''], 405: ['2021', 'Kedar Jadhav ', 'All-Rounder ', '2,00,00,000', ' Sunrisers Hyderabad', ''], 406: ['2021', 'Mujeeb Zadran ', 'Bowler ', '1,50,00,000', ' Sunrisers Hyderabad', ''], 407: ['2021', 'J Suchith ', 'Bowler ', '30,00,000', ' Sunrisers Hyderabad', ''], 408: ['2020', 'Shimron Hetmyer', 'Batsman', '7,75,00,000', ' Delhi Capitals', ''], 409: ['2020', 'Marcus Stoinis', 'All-Rounder', '4,80,00,000', ' Delhi Capitals', ''], 410: ['2020', 'Alex Carey', 'Wicket Keeper', '2,40,00,000', ' Delhi Capitals', ''], 411: ['2020', 'Jason Roy', 'Batsman', '1,50,00,000', ' Delhi Capitals', ''], 412: ['2020', 'Chris Woakes', 'All-Rounder', '1,50,00,000', ' Delhi Capitals', ''], 413: ['2020', 'Mohit Sharma', 'Bowler', '50,00,000', ' Delhi Capitals', ''], 414: ['2020', 'Tushar Deshpande', 'Bowler', '20,00,000', ' Delhi Capitals', ''], 415: ['2020', 'Lalit Yadav', 'All-Rounder', '20,00,000', ' Delhi Capitals', ''], 416: ['2020', 'Glenn Maxwell', 'All-Rounder', '10,75,00,000', ' Kings XI Punjab', ''], 417: ['2020', 'Sheldon Cottrell', 'Bowler', '8,50,00,000', ' Kings XI Punjab', ''], 418: ['2020', 'Chris Jordan', 'All-Rounder', '3,00,00,000', ' Kings XI Punjab', ''], 419: ['2020', 'Ravi Bishnoi', 'Bowler', '2,00,00,000', ' Kings XI Punjab', ''], 420: ['2020', 'Prabhsimran Singh', 'Wicket Keeper', '55,00,000', ' Kings XI Punjab', ''], 421: ['2020', 'Deepak Hooda', 'All-Rounder', '50,00,000', ' Kings XI Punjab', ''], 422: ['2020', 'James Neesham', 'All-Rounder', '50,00,000', ' Kings XI Punjab', ''], 423: ['2020', 'Tajinder Dhillon', 'All-Rounder', '20,00,000', ' Kings XI Punjab', ''], 424: ['2020', 'Ishan Porel', 'Bowler', '20,00,000', ' Kings XI Punjab', ''], 425: ['2020', 'Pat Cummins', 'All-Rounder', '15,50,00,000', ' Kolkata Knight Riders', ''], 426: ['2020', 'Eoin Morgan', 'Batsman', '5,25,00,000', ' Kolkata Knight Riders', ''], 427: ['2020', 'Varun Chakaravarthy', 'All-Rounder', '4,00,00,000', ' Kolkata Knight Riders', ''], 428: ['2020', 'Tom Banton', 'Batsman', '1,00,00,000', ' Kolkata Knight Riders', ''], 429: ['2020', 'Rahul Tripathi', 'Batsman', '60,00,000', ' Kolkata Knight Riders', ''], 430: ['2020', 'Chris Green', 'All-Rounder', '20,00,000', ' Kolkata Knight Riders', ''], 431: ['2020', 'Nikhil Shankar Naik', 'Wicket Keeper', '20,00,000', ' Kolkata Knight Riders', ''], 432: ['2020', 'Pravin Tambe', 'Bowler', '20,00,000', ' Kolkata Knight Riders', ''], 433: ['2020', 'M Siddharth', 'Bowler', '20,00,000', ' Kolkata Knight Riders', ''], 434: ['2020', 'Nathan Coulter-Nile', 'Bowler', '8,00,00,000', ' Mumbai Indians', ''], 435: ['2020', 'Chris Lynn', 'Batsman', '2,00,00,000', ' Mumbai Indians', ''], 436: ['2020', 'Saurabh Tiwary', 'Batsman', '50,00,000', ' Mumbai Indians', ''], 437: ['2020', 'Digvijay Deshmukh', 'All-Rounder', '20,00,000', ' Mumbai Indians', ''], 438: ['2020', 'Prince Balwant Rai Singh', 'All-Rounder', '20,00,000', ' Mumbai Indians', ''], 439: ['2020', 'Mohsin Khan', 'Bowler', '20,00,000', ' Mumbai Indians', ''], 440: ['2020', 'Robin Uthappa', 'Batsman', '3,00,00,000', ' Rajasthan Royals', ''], 441: ['2020', 'Jaydev Unadkat', 'Bowler', '3,00,00,000', ' Rajasthan Royals', ''], 442: ['2020', 'Yashasvi Jaiswal', 'All-Rounder', '2,40,00,000', ' Rajasthan Royals', ''], 443: ['2020', 'Kartik Tyagi', 'Bowler', '1,30,00,000', ' Rajasthan Royals', ''], 444: ['2020', 'Tom Curran', 'All-Rounder', '1,00,00,000', ' Rajasthan Royals', ''], 445: ['2020', 'Andrew Tye', 'Bowler', '1,00,00,000', ' Rajasthan Royals', ''], 446: ['2020', 'Anuj Rawat', 'Wicket Keeper', '80,00,000', ' Rajasthan Royals', ''], 447: ['2020', 'David Miller', 'Batsman', '75,00,000', ' Rajasthan Royals', ''], 448: ['2020', 'Oshane Thomas ', 'Bowler', '50,00,000', ' Rajasthan Royals', ''], 449: ['2020', 'Anirudha Ashok Joshi', 'All-Rounder', '20,00,000', ' Rajasthan Royals', ''], 450: ['2020', 'Akash Singh', 'Bowler', '20,00,000', ' Rajasthan Royals', ''], 451: ['2020', 'Christopher Morris', 'All-Rounder', '10,00,00,000', ' Royal Challengers Bangalore', ''], 452: ['2020', 'Aaron Finch', 'Batsman', '4,40,00,000', ' Royal Challengers Bangalore', ''], 453: ['2020', 'Kane Richardson', 'Bowler', '4,00,00,000', ' Royal Challengers Bangalore', ''], 454: ['2020', 'Dale Steyn', 'Bowler', '2,00,00,000', ' Royal Challengers Bangalore', ''], 455: ['2020', 'Isuru Udana', 'All-Rounder', '50,00,000', ' Royal Challengers Bangalore', ''], 456: ['2020', 'Shahbaz Ahamad', 'Wicket Keeper', '20,00,000', ' Royal Challengers Bangalore', ''], 457: ['2020', 'Joshua Philippe', 'Wicket Keeper', '20,00,000', ' Royal Challengers Bangalore', ''], 458: ['2020', 'Pavan Deshpande', 'All-Rounder', '20,00,000', ' Royal Challengers Bangalore', ''], 459: ['2020', 'Mitchell Marsh', 'All-Rounder', '2,00,00,000', ' Sunrisers Hyderabad', ''], 460: ['2020', 'Priyam Garg', 'Batsman', '1,90,00,000', ' Sunrisers Hyderabad', ''], 461: ['2020', 'Virat Singh', 'Batsman', '1,90,00,000', ' Sunrisers Hyderabad', ''], 462: ['2020', 'Fabian Allen', 'All-Rounder', '50,00,000', ' Sunrisers Hyderabad', ''], 463: ['2020', 'Sandeep Bavanaka', 'All-Rounder', '20,00,000', ' Sunrisers Hyderabad', ''], 464: ['2020', 'Sanjay Yadav', 'All-Rounder', '20,00,000', ' Sunrisers Hyderabad', ''], 465: ['2020', 'Abdul Samad', 'All-Rounder', '20,00,000', ' Sunrisers Hyderabad', ''], 466: ['2019', 'Colin Ingram', 'Batsman', '6,40,00,000', ' Delhi Capitals', ''], 467: ['2019', 'Axar Rajesh Patel', 'All-Rounder', '5,00,00,000', ' Delhi Capitals', ''], 468: ['2019', 'Hanuma Vihari', 'Batsman', '2,00,00,000', ' Delhi Capitals', ''], 469: ['2019', 'Sherfane Rutherford', 'All-Rounder', '2,00,00,000', ' Delhi Capitals', ''], 470: ['2019', 'Ishant Sharma', 'Bowler', '1,10,00,000', ' Delhi Capitals', ''], 471: ['2019', 'Keemo Paul', 'All-Rounder', '50,00,000', ' Delhi Capitals', ''], 472: ['2019', 'Jalaj Saxena', 'All-Rounder', '20,00,000', ' Delhi Capitals', ''], 473: ['2019', 'Ankush Bains', 'Wicket Keeper', '20,00,000', ' Delhi Capitals', ''], 474: ['2019', 'Nathu Singh', 'Bowler', '20,00,000', ' Delhi Capitals', ''], 475: ['2019', 'Bandaru Ayyappa', 'Bowler', '20,00,000', ' Delhi Capitals', ''], 476: ['2019', 'Varun Chakaravarthy', 'All-Rounder', '8,40,00,000', 'Kings XI Punjab', ''], 477: ['2019', 'Sam Curran', 'All-Rounder', '7,20,00,000', 'Kings XI Punjab', ''], 478: ['2019', 'Mohammad Shami', 'Bowler', '4,80,00,000', 'Kings XI Punjab', ''], 479: ['2019', 'Prabhsimran Singh', 'Wicket Keeper', '4,80,00,000', 'Kings XI Punjab', ''], 480: ['2019', 'Nicolas Pooran', 'Wicket Keeper', '4,20,00,000', 'Kings XI Punjab', ''], 481: ['2019', 'Moises Henriques', 'All-Rounder', '1,00,00,000', 'Kings XI Punjab', ''], 482: ['2019', 'Hardus Viljoen', 'Bowler', '75,00,000', 'Kings XI Punjab', ''], 483: ['2019', 'Darshan Nalkande', 'All-Rounder', '30,00,000', 'Kings XI Punjab', ''], 484: ['2019', 'Sarfaraz Naushad Khan', 'All-Rounder', '25,00,000', 'Kings XI Punjab', ''], 485: ['2019', 'Arshdeep Singh ', 'Bowler', '20,00,000', 'Kings XI Punjab', ''], 486: ['2019', 'Agnivesh Ayachi', 'All-Rounder', '20,00,000', 'Kings XI Punjab', ''], 487: ['2019', 'Harpreet Brar', 'All-Rounder', '20,00,000', 'Kings XI Punjab', ''], 488: ['2019', 'M. Ashwin', 'Bowler', '20,00,000', 'Kings XI Punjab', ''], 489: ['2019', 'Carlos Brathwaite', 'All-Rounder', '5,00,00,000', ' Kolkata Knight Riders', ''], 490: ['2019', 'Lockie Ferguson ', 'Bowler', '1,60,00,000', ' Kolkata Knight Riders', ''], 491: ['2019', 'Joe Denly ', 'Batsman', '1,00,00,000', ' Kolkata Knight Riders', ''], 492: ['2019', 'Harry Gurney', 'Bowler', '75,00,000', ' Kolkata Knight Riders', ''], 493: ['2019', 'Nikhil Shankar Naik', 'Wicket Keeper', '20,00,000', ' Kolkata Knight Riders', ''], 494: ['2019', 'Shrikant Mundhe', 'All-Rounder', '20,00,000', ' Kolkata Knight Riders', ''], 495: ['2019', 'Prithvi Raj Yarra', 'Bowler', '20,00,000', ' Kolkata Knight Riders', ''], 496: ['2019', 'Anrich Nortje', 'Bowler', '20,00,000', ' Kolkata Knight Riders', ''], 497: ['2019', 'Barinder Singh Sran', 'Bowler', '3,40,00,000', ' Mumbai Indians', ''], 498: ['2019', 'Lasith Malinga', 'Bowler', '2,00,00,000', ' Mumbai Indians', ''], 499: ['2019', 'Yuvraj Singh', 'All-Rounder', '1,00,00,000', ' Mumbai Indians', ''], 500: ['2019', 'Anmolpreet Singh', 'Batsman', '80,00,000', ' Mumbai Indians', ''], 501: ['2019', 'Pankaj Jaswal', 'All-Rounder', '20,00,000', ' Mumbai Indians', ''], 502: ['2019', 'Rasikh Dar', 'Bowler', '20,00,000', ' Mumbai Indians', ''], 503: ['2019', 'Jaydev Unadkat', 'Bowler', '8,40,00,000', ' Rajasthan Royals', ''], 504: ['2019', 'Varun Aaron', 'Bowler', '2,40,00,000', ' Rajasthan Royals', ''], 505: ['2019', 'Oshane Thomas ', 'Bowler', '1,10,00,000', ' Rajasthan Royals', ''], 506: ['2019', 'Ashton Turner', 'All-Rounder', '50,00,000', ' Rajasthan Royals', ''], 507: ['2019', 'Liam Livingstone', 'All-Rounder', '50,00,000', ' Rajasthan Royals', ''], 508: ['2019', 'Shashank Singh', 'All-Rounder', '30,00,000', ' Rajasthan Royals', ''], 509: ['2019', 'Riyan Parag', 'All-Rounder', '20,00,000', ' Rajasthan Royals', ''], 510: ['2019', 'Manan Vohra', 'Batsman', '20,00,000', ' Rajasthan Royals', ''], 511: ['2019', 'Shubham Ranjane', 'All-Rounder', '20,00,000', ' Rajasthan Royals', ''], 512: ['2019', 'Shivam Dube', 'All-Rounder', '5,00,00,000', ' Royal Challengers Bangalore', ''], 513: ['2019', 'Shimron Hetmyer', 'Batsman', '4,20,00,000', ' Royal Challengers Bangalore', ''], 514: ['2019', 'Akshdeep Nath', 'All-Rounder', '3,60,00,000', ' Royal Challengers Bangalore', ''], 515: ['2019', 'Prayas Ray Barman', 'All-Rounder', '1,50,00,000', ' Royal Challengers Bangalore', ''], 516: ['2019', 'Himmat Singh', 'Batsman', '65,00,000', ' Royal Challengers Bangalore', ''], 517: ['2019', 'Gurkeerat Singh Mann', 'All-Rounder', '50,00,000', ' Royal Challengers Bangalore', ''], 518: ['2019', 'Heinrich Klaasen', 'Wicket Keeper', '50,00,000', ' Royal Challengers Bangalore', ''], 519: ['2019', 'Devdutt Padikkal', 'Batsman', '20,00,000', ' Royal Challengers Bangalore', ''], 520: ['2019', 'Milind Kumar', 'All-Rounder', '20,00,000', ' Royal Challengers Bangalore', ''], 521: ['2019', 'Jonny Bairstow ', 'Wicket Keeper', '2,20,00,000', ' Sunrisers Hyderabad', ''], 522: ['2019', 'Wriddhiman Saha', 'Wicket Keeper', '1,20,00,000', ' Sunrisers Hyderabad', ''], 523: ['2019', 'Martin Guptill', 'Batsman', '1,00,00,000', ' Sunrisers Hyderabad', ''], 524: ['2018', 'Glenn Maxwell', 'All-Rounder', '9,00,00,000', 'Delhi Daredevils', ''], 525: ['2018', 'Kagiso Rabada', 'Bowler', '4,20,00,000', 'Delhi Daredevils', ''], 526: ['2018', 'Amit Mishra', 'Bowler', '4,00,00,000', 'Delhi Daredevils', ''], 527: ['2018', 'Shahbaz Nadeem', 'Bowler', '3,20,00,000', 'Delhi Daredevils', ''], 528: ['2018', 'Vijay Shankar', 'All-Rounder', '3,20,00,000', 'Delhi Daredevils', ''], 529: ['2018', 'Rahul Tewatia', 'All-Rounder', '3,00,00,000', 'Delhi Daredevils', ''], 530: ['2018', 'Mohammad Shami', 'Bowler', '3,00,00,000', 'Delhi Daredevils', ''], 531: ['2018', 'Gautam Gambhir', 'Batsman', '2,80,00,000', 'Delhi Daredevils', ''], 532: ['2018', 'Trent Boult', 'Bowler', '2,20,00,000', 'Delhi Daredevils', ''], 533: ['2018', 'Colin Munro', 'All-Rounder', '1,90,00,000', 'Delhi Daredevils', ''], 534: ['2018', 'Daniel Christian', 'All-Rounder', '1,50,00,000', 'Delhi Daredevils', ''], 535: ['2018', 'Jason Roy', 'Batsman', '1,50,00,000', 'Delhi Daredevils', ''], 536: ['2018', 'Naman Ojha', 'Wicket Keeper', '1,40,00,000', 'Delhi Daredevils', ''], 537: ['2018', 'Prithvi Shaw', 'Batsman', '1,20,00,000', 'Delhi Daredevils', ''], 538: ['2018', 'Gurkeerat Singh Mann', 'All-Rounder', '75,00,000', 'Delhi Daredevils', ''], 539: ['2018', 'Avesh Khan', 'Bowler', '70,00,000', 'Delhi Daredevils', ''], 540: ['2018', 'Abhishek Sharma', 'All-Rounder', '55,00,000', 'Delhi Daredevils', ''], 541: ['2018', 'Jayant Yadav', 'All-Rounder', '50,00,000', 'Delhi Daredevils', ''], 542: ['2018', 'Harshal Patel', 'All-Rounder', '20,00,000', 'Delhi Daredevils', ''], 543: ['2018', 'Manjot Kalra', 'Batsman', '20,00,000', 'Delhi Daredevils', ''], 544: ['2018', 'Sandeep Lamichhane', 'Bowler', '20,00,000', 'Delhi Daredevils', ''], 545: ['2018', 'Sayan Ghosh', 'Bowler', '20,00,000', 'Delhi Daredevils', ''], 546: ['2018', 'KL Rahul', 'Batsman', '11,00,00,000', 'Kings XI Punjab', ''], 547: ['2018', 'Ravichandran Ashwin', 'All-Rounder', '7,60,00,000', 'Kings XI Punjab', ''], 548: ['2018', 'Andrew Tye', 'Bowler', '7,20,00,000', 'Kings XI Punjab', ''], 549: ['2018', 'Aaron Finch', 'Batsman', '6,20,00,000', 'Kings XI Punjab', ''], 550: ['2018', 'Marcus Stoinis', 'All-Rounder', '6,20,00,000', 'Kings XI Punjab', ''], 551: ['2018', 'Karun Nair', 'Batsman', '5,60,00,000', 'Kings XI Punjab', ''], 552: ['2018', 'Mujeeb Zadran', 'Bowler', '4,00,00,000', 'Kings XI Punjab', ''], 553: ['2018', 'Ankit Singh Rajpoot', 'Bowler', '3,00,00,000', 'Kings XI Punjab', ''], 554: ['2018', 'David Miller', 'Batsman', '3,00,00,000', 'Kings XI Punjab', ''], 555: ['2018', 'Mohit Sharma', 'Bowler', '2,40,00,000', 'Kings XI Punjab', ''], 556: ['2018', 'Barinder Singh Sran', 'Bowler', '2,20,00,000', 'Kings XI Punjab', ''], 557: ['2018', 'Yuvraj Singh', 'All-Rounder', '2,00,00,000', 'Kings XI Punjab', ''], 558: ['2018', 'Christopher Gayle', 'Batsman', '2,00,00,000', 'Kings XI Punjab', ''], 559: ['2018', 'Ben Dwarshuis', 'Bowler', '1,40,00,000', 'Kings XI Punjab', ''], 560: ['2018', 'Akshdeep Nath', 'All-Rounder', '1,00,00,000', 'Kings XI Punjab', ''], 561: ['2018', 'Manoj Tiwary', 'Batsman', '1,00,00,000', 'Kings XI Punjab', ''], 562: ['2018', 'Mayank Agarwal', 'Batsman', '1,00,00,000', 'Kings XI Punjab', ''], 563: ['2018', 'Manzoor Dar', 'All-Rounder', '20,00,000', 'Kings XI Punjab', ''], 564: ['2018', 'Pardeep Sahu', 'Bowler', '20,00,000', 'Kings XI Punjab', ''], 565: ['2018', 'Mayank Dagar', 'All-Rounder', '20,00,000', 'Kings XI Punjab', ''], 566: ['2018', 'Chris Lynn', 'Batsman', '9,60,00,000', ' Kolkata Knight Riders', ''], 567: ['2018', 'Mitchell Starc', 'Bowler', '9,40,00,000', ' Kolkata Knight Riders', ''], 568: ['2018', 'Dinesh Karthik', 'Wicket Keeper', '7,40,00,000', ' Kolkata Knight Riders', ''], 569: ['2018', 'Robin Uthappa', 'Wicket Keeper', '6,40,00,000', ' Kolkata Knight Riders', ''], 570: ['2018', 'Kuldeep Singh Yadav', 'Bowler', '5,80,00,000', ' Kolkata Knight Riders', ''], 571: ['2018', 'Piyush Chawla', 'Bowler', '4,20,00,000', ' Kolkata Knight Riders', ''], 572: ['2018', 'Nitish Rana', 'All-Rounder', '3,40,00,000', ' Kolkata Knight Riders', ''], 573: ['2018', 'Kamlesh Nagarkoti', 'All-Rounder', '3,20,00,000', ' Kolkata Knight Riders', ''], 574: ['2018', 'Shivam Mavi', 'All-Rounder', '3,00,00,000', ' Kolkata Knight Riders', ''], 575: ['2018', 'Mitchell Johnson', 'Bowler', '2,00,00,000', ' Kolkata Knight Riders', ''], 576: ['2018', 'Shubman Gill', 'Batsman', '1,80,00,000', ' Kolkata Knight Riders', ''], 577: ['2018', 'Ranganath Vinay Kumar', 'Bowler', '1,00,00,000', ' Kolkata Knight Riders', ''], 578: ['2018', 'Rinku Singh', 'Batsman', '80,00,000', ' Kolkata Knight Riders', ''], 579: ['2018', 'Cameron Delport', 'All-Rounder', '30,00,000', ' Kolkata Knight Riders', ''], 580: ['2018', 'Javon Searless', 'All-Rounder', '30,00,000', ' Kolkata Knight Riders', ''], 581: ['2018', 'Apoorv Vijay Wankhade', 'Batsman', '20,00,000', ' Kolkata Knight Riders', ''], 582: ['2018', 'Ishank Jaggi', 'Batsman', '20,00,000', ' Kolkata Knight Riders', ''], 583: ['2018', 'Krunal Pandya', 'All-Rounder', '8,80,00,000', ' Mumbai Indians', ''], 584: ['2018', 'Ishan Kishan', 'Wicket Keeper', '6,20,00,000', ' Mumbai Indians', ''], 585: ['2018', 'Kieron Pollard', 'All-Rounder', '5,40,00,000', ' Mumbai Indians', ''], 586: ['2018', 'Pat Cummins', 'Bowler', '5,40,00,000', ' Mumbai Indians', ''], 587: ['2018', 'Evin Lewis', 'Batsman', '3,80,00,000', ' Mumbai Indians', ''], 588: ['2018', 'Suryakumar Yadav', 'Batsman', '3,20,00,000', ' Mumbai Indians', ''], 589: ['2018', 'Ben Cutting', 'All-Rounder', '2,20,00,000', ' Mumbai Indians', ''], 590: ['2018', 'Mustafizur Rahman', 'Bowler', '2,20,00,000', ' Mumbai Indians', ''], 591: ['2018', 'Rahul Chahar', 'Bowler', '1,90,00,000', ' Mumbai Indians', ''], 592: ['2018', 'Pradeep Sangwan', 'Bowler', '1,50,00,000', ' Mumbai Indians', ''], 593: ['2018', 'Jason Behrendorff', 'Bowler', '1,50,00,000', ' Mumbai Indians', ''], 594: ['2018', 'Jean-Paul Duminy', 'All-Rounder', '1,00,00,000', ' Mumbai Indians', ''], 595: ['2018', 'Saurabh Tiwary', 'Batsman', '80,00,000', ' Mumbai Indians', ''], 596: ['2018', 'Tajinder Dhillon', 'All-Rounder', '55,00,000', ' Mumbai Indians', ''], 597: ['2018', 'Akila Dhananjaya', 'Bowler', '50,00,000', ' Mumbai Indians', ''], 598: ['2018', 'Nidheesh M D Dinesan', 'Bowler', '20,00,000', ' Mumbai Indians', ''], 599: ['2018', 'Aditya Tare', 'Wicket Keeper', '20,00,000', ' Mumbai Indians', ''], 600: ['2018', 'Siddhesh Dinesh Lad', 'Batsman', '20,00,000', ' Mumbai Indians', ''], 601: ['2018', 'Mayank Markande', 'Bowler', '20,00,000', ' Mumbai Indians', ''], 602: ['2018', 'Sharad Lumba ', 'Batsman', '20,00,000', ' Mumbai Indians', ''], 603: ['2018', 'Anukul Roy', 'All-Rounder', '20,00,000', ' Mumbai Indians', ''], 604: ['2018', 'Mohsin Khan', 'Bowler', '20,00,000', ' Mumbai Indians', ''], 605: ['2018', 'Benjamin Stokes', 'All-Rounder', '12,50,00,000', ' Rajasthan Royals', ''], 606: ['2018', 'Jaydev Unadkat', 'Bowler', '11,50,00,000', ' Rajasthan Royals', ''], 607: ['2018', 'Sanju Samson', 'Wicket Keeper', '8,00,00,000', ' Rajasthan Royals', ''], 608: ['2018', 'Jofra Archer', 'All-Rounder', '7,20,00,000', ' Rajasthan Royals', ''], 609: ['2018', 'Krishnappa Gowtham', 'Bowler', '6,20,00,000', ' Rajasthan Royals', ''], 610: ['2018', 'Jos Buttler', 'Wicket Keeper', '4,40,00,000', ' Rajasthan Royals', ''], 611: ['2018', 'Ajinkya Rahane', 'Batsman', '4,00,00,000', ' Rajasthan Royals', ''], 612: ['2018', 'Darcy Short', 'All-Rounder', '4,00,00,000', ' Rajasthan Royals', ''], 613: ['2018', 'Rahul Tripathi', 'Batsman', '3,40,00,000', ' Rajasthan Royals', ''], 614: ['2018', 'Dhawal Kulkarni', 'Bowler', '75,00,000', ' Rajasthan Royals', ''], 615: ['2018', 'Zahir Khan Pakteen', 'Bowler', '60,00,000', ' Rajasthan Royals', ''], 616: ['2018', 'Ben Laughlin', 'Bowler', '50,00,000', ' Rajasthan Royals', ''], 617: ['2018', 'Stuart Binny', 'All-Rounder', '50,00,000', ' Rajasthan Royals', ''], 618: ['2018', 'Dushmantha Chameera', 'Bowler', '50,00,000', ' Rajasthan Royals', ''], 619: ['2018', 'Anureet Singh', 'Bowler', '30,00,000', ' Rajasthan Royals', ''], 620: ['2018', 'Aryaman Vikram Birla', 'All-Rounder', '30,00,000', ' Rajasthan Royals', ''], 621: ['2018', 'Midhun S', 'All-Rounder', '20,00,000', ' Rajasthan Royals', ''], 622: ['2018', 'Shreyas Gopal', 'All-Rounder', '20,00,000', ' Rajasthan Royals', ''], 623: ['2018', 'Prashant Chopra', 'Wicket Keeper', '20,00,000', ' Rajasthan Royals', ''], 624: ['2018', 'Jatin Saxena', 'All-Rounder', '20,00,000', ' Rajasthan Royals', ''], 625: ['2018', 'Ankit Sharma', 'All-Rounder', '20,00,000', ' Rajasthan Royals', ''], 626: ['2018', 'Mahipal Lomror', 'All-Rounder', '20,00,000', ' Rajasthan Royals', ''], 627: ['2018', 'Chris Woakes', 'All-Rounder', '7,40,00,000', ' Royal Challengers Bangalore', ''], 628: ['2018', 'Yuzvendra Singh Chahal', 'Bowler', '6,00,00,000', ' Royal Challengers Bangalore', ''], 629: ['2018', 'Umesh Yadav', 'Bowler', '4,20,00,000', ' Royal Challengers Bangalore', ''], 630: ['2018', 'Brendon McCullum', 'Batsman', '3,60,00,000', ' Royal Challengers Bangalore', ''], 631: ['2018', 'M.S. Washington Sundar', 'All-Rounder', '3,20,00,000', ' Royal Challengers Bangalore', ''], 632: ['2018', 'Navdeep Saini', 'Bowler', '3,00,00,000', ' Royal Challengers Bangalore', ''], 633: ['2018', 'Quinton De Kock', 'Wicket Keeper', '2,80,00,000', ' Royal Challengers Bangalore', ''], 634: ['2018', 'Mohammed Siraj', 'Bowler', '2,60,00,000', ' Royal Challengers Bangalore', ''], 635: ['2018', 'Nathan Coulter-Nile', 'Bowler', '2,20,00,000', ' Royal Challengers Bangalore', ''], 636: ['2018', 'Colin De Grandhomme', 'All-Rounder', '2,20,00,000', ' Royal Challengers Bangalore', ''], 637: ['2018', 'M. Ashwin', 'Bowler', '2,20,00,000', ' Royal Challengers Bangalore', ''], 638: ['2018', 'Parthiv Patel', 'Wicket Keeper', '1,70,00,000', ' Royal Challengers Bangalore', ''], 639: ['2018', 'Moeen Ali', 'All-Rounder', '1,70,00,000', ' Royal Challengers Bangalore', ''], 640: ['2018', 'Mandeep Singh', 'All-Rounder', '1,40,00,000', ' Royal Challengers Bangalore', ''], 641: ['2018', 'Manan Vohra', 'Batsman', '1,10,00,000', ' Royal Challengers Bangalore', ''], 642: ['2018', 'Pawan Negi', 'All-Rounder', '1,00,00,000', ' Royal Challengers Bangalore', ''], 643: ['2018', 'Tim Southee', 'Bowler', '1,00,00,000', ' Royal Challengers Bangalore', ''], 644: ['2018', 'Kulwant Khejroliya', 'Bowler', '85,00,000', ' Royal Challengers Bangalore', ''], 645: ['2018', 'Aniket Choudhary', 'Bowler', '30,00,000', ' Royal Challengers Bangalore', ''], 646: ['2018', 'Pavan Deshpande', 'All-Rounder', '20,00,000', ' Royal Challengers Bangalore', ''], 647: ['2018', 'Anirudha Ashok Joshi', 'All-Rounder', '20,00,000', ' Royal Challengers Bangalore', ''], 648: ['2018', 'Manish Pandey', 'Batsman', '11,00,00,000', ' Sunrisers Hyderabad', ''], 649: ['2018', 'Rashid Khan Arman', 'Bowler', '9,00,00,000', ' Sunrisers Hyderabad', ''], 650: ['2018', 'Shikhar Dhawan', 'Batsman', '5,20,00,000', ' Sunrisers Hyderabad', ''], 651: ['2018', 'Wriddhiman Saha', 'Wicket Keeper', '5,00,00,000', ' Sunrisers Hyderabad', ''], 652: ['2018', 'Siddarth Kaul', 'Bowler', '3,80,00,000', ' Sunrisers Hyderabad', ''], 653: ['2018', 'Deepak Hooda', 'All-Rounder', '3,60,00,000', ' Sunrisers Hyderabad', ''], 654: ['2018', 'Syed Khaleel Ahmed', 'Bowler', '3,00,00,000', ' Sunrisers Hyderabad', ''], 655: ['2018', 'Sandeep Sharma', 'Bowler', '3,00,00,000', ' Sunrisers Hyderabad', ''], 656: ['2018', 'Kane Williamson', 'Batsman', '3,00,00,000', ' Sunrisers Hyderabad', ''], 657: ['2018', 'Carlos Brathwaite', 'All-Rounder', '2,00,00,000', ' Sunrisers Hyderabad', ''], 658: ['2018', 'Shakib Al Hasan', 'All-Rounder', '2,00,00,000', ' Sunrisers Hyderabad', ''], 659: ['2018', 'Yusuf Pathan', 'All-Rounder', '1,90,00,000', ' Sunrisers Hyderabad', ''], 660: ['2018', 'Shreevats Goswami', 'Wicket Keeper', '1,00,00,000', ' Sunrisers Hyderabad', ''], 661: ['2018', 'Mohammad Nabi', 'All-Rounder', '1,00,00,000', ' Sunrisers Hyderabad', ''], 662: ['2018', 'Chris Jordan', 'All-Rounder', '1,00,00,000', ' Sunrisers Hyderabad', ''], 663: ['2018', 'Basil Thampi', 'Bowler', '95,00,000', ' Sunrisers Hyderabad', ''], 664: ['2018', 'Billy Stanlake', 'Batsman', '50,00,000', ' Sunrisers Hyderabad', ''], 665: ['2018', 'T Natarajan', 'Bowler', '40,00,000', ' Sunrisers Hyderabad', ''], 666: ['2018', 'Sachin Baby', 'Batsman', '20,00,000', ' Sunrisers Hyderabad', ''], 667: ['2018', 'Bipul Sharma', 'All-Rounder', '20,00,000', ' Sunrisers Hyderabad', ''], 668: ['2018', 'Syed Mehdi Hasan', 'All-Rounder', '20,00,000', ' Sunrisers Hyderabad', ''], 669: ['2018', 'Ricky Bhui', 'Batsman', '20,00,000', ' Sunrisers Hyderabad', ''], 670: ['2018', 'Tanmay Agarwal', 'Batsman', '20,00,000', ' Sunrisers Hyderabad', ''], 671: ['2017', 'Jason Roy', 'Batsman', '1,00,00,000', 'Gujarat Lions', ''], 672: ['2017', 'Basil Thampi', 'Bowler', '85,00,000', 'Gujarat Lions', ''], 673: ['2017', 'Manpreet Gony', 'Bowler', '60,00,000', 'Gujarat Lions', ''], 674: ['2017', 'Nathu Singh', 'Bowler', '50,00,000', 'Gujarat Lions', ''], 675: ['2017', 'Munaf Patel', 'Bowler', '30,00,000', 'Gujarat Lions', ''], 676: ['2017', 'Akshdeep Nath', 'All-Rounder', '10,00,000', 'Gujarat Lions', ''], 677: ['2017', 'Shubam Agrawal', 'All-Rounder', '10,00,000', 'Gujarat Lions', ''], 678: ['2017', 'Tejas Singh Baroka', 'Bowler', '10,00,000', 'Gujarat Lions', ''], 679: ['2017', 'Chirag Suri', 'Batsman', '10,00,000', 'Gujarat Lions', ''], 680: ['2017', 'Pratham Singh', 'All-Rounder', '10,00,000', 'Gujarat Lions', ''], 681: ['2017', 'Shelley Shaurya', 'Bowler', '10,00,000', 'Gujarat Lions', ''], 682: ['2017', 'T Natarajan', 'Bowler', '3,00,00,000', 'Kings XI Punjab', ''], 683: ['2017', 'Varun Aaron', 'Bowler', '2,80,00,000', 'Kings XI Punjab', ''], 684: ['2017', 'Eoin Morgan', 'Batsman', '2,00,00,000', 'Kings XI Punjab', ''], 685: ['2017', 'Matt Henry', 'Bowler', '50,00,000', 'Kings XI Punjab', ''], 686: ['2017', 'Martin Guptill', 'Batsman', '50,00,000', 'Kings XI Punjab', ''], 687: ['2017', 'Darren Sammy', 'All-Rounder', '30,00,000', 'Kings XI Punjab', ''], 688: ['2017', 'Rahul Tewatia', 'All-Rounder', '25,00,000', 'Kings XI Punjab', ''], 689: ['2017', 'Rinku Singh', 'Batsman', '10,00,000', 'Kings XI Punjab', ''], 690: ['2017', 'Trent Boult', 'Bowler', '5,00,00,000', 'Kolkata Knight Riders', ''], 691: ['2017', 'Chris Woakes', 'All-Rounder', '4,20,00,000', 'Kolkata Knight Riders', ''], 692: ['2017', 'Nathan Coulter-Nile', 'Bowler', '3,50,00,000', 'Kolkata Knight Riders', ''], 693: ['2017', 'Rishi Dhawan', 'All-Rounder', '55,00,000', 'Kolkata Knight Riders', ''], 694: ['2017', 'Darren Bravo', 'Batsman', '50,00,000', 'Kolkata Knight Riders', ''], 695: ['2017', 'Rovman Powell', 'All-Rounder', '30,00,000', 'Kolkata Knight Riders', ''], 696: ['2017', 'Sayan Ghosh', 'Bowler', '10,00,000', 'Kolkata Knight Riders', ''], 697: ['2017', 'R. Sanjay Yadav', 'All-Rounder', '10,00,000', 'Kolkata Knight Riders', ''], 698: ['2017', 'Ishank Jaggi', 'Batsman', '10,00,000', 'Kolkata Knight Riders', ''], 699: ['2017', 'Karn Sharma', 'All-Rounder', '3,20,00,000', 'Mumbai Indians', ''], 700: ['2017', 'Krishnappa Gowtham', 'All-Rounder', '2,00,00,000', 'Mumbai Indians', ''], 701: ['2017', 'Mitchell Johnson', 'Bowler', '2,00,00,000', 'Mumbai Indians', ''], 702: ['2017', 'Asela Gunarathna', 'Batsman', '30,00,000', 'Mumbai Indians', ''], 703: ['2017', 'Saurabh Tiwary', 'Batsman', '30,00,000', 'Mumbai Indians', ''], 704: ['2017', 'Nicolas Pooran', 'Wicket Keeper', '30,00,000', 'Mumbai Indians', ''], 705: ['2017', 'Kulwant Khejroliya', 'Bowler', '10,00,000', 'Mumbai Indians', ''], 706: ['2017', 'Benjamin Stokes', 'All-Rounder', '14,50,00,000', 'Rising Pune Supergiant', ''], 707: ['2017', 'Daniel Christian', 'All-Rounder', '1,00,00,000', 'Rising Pune Supergiant', ''], 708: ['2017', 'Manoj Tiwary', 'Batsman', '50,00,000', 'Rising Pune Supergiant', ''], 709: ['2017', 'Lockie Ferguson ', 'Bowler', '50,00,000', 'Rising Pune Supergiant', ''], 710: ['2017', 'Jaydev Unadkat', 'Bowler', '30,00,000', 'Rising Pune Supergiant', ''], 711: ['2017', 'Rahul Chahar', 'Bowler', '10,00,000', 'Rising Pune Supergiant', ''], 712: ['2017', 'Saurabh Kumar', 'Bowler', '10,00,000', 'Rising Pune Supergiant', ''], 713: ['2017', 'Milind Tandon', 'All-Rounder', '10,00,000', 'Rising Pune Supergiant', ''], 714: ['2017', 'Rahul Ajay Tripathi', 'All-Rounder', '10,00,000', 'Rising Pune Supergiant', ''], 715: ['2017', 'Tymal Mills', 'Bowler', '12,00,00,000', ' Royal Challengers Bangalore', ''], 716: ['2017', 'Aniket Choudhary', 'Bowler', '2,00,00,000', ' Royal Challengers Bangalore', ''], 717: ['2017', 'Pawan Negi', 'All-Rounder', '1,00,00,000', ' Royal Challengers Bangalore', ''], 718: ['2017', 'Billy Stanlake', 'Bowler', '30,00,000', ' Royal Challengers Bangalore', ''], 719: ['2017', 'Praveen Dubey', 'All-Rounder', '10,00,000', ' Royal Challengers Bangalore', ''], 720: ['2017', 'Rashid Khan Arman', 'Bowler', '4,00,00,000', ' Sunrisers Hyderabad', ''], 721: ['2017', 'Mohammed Siraj', 'Bowler', '2,60,00,000', ' Sunrisers Hyderabad', ''], 722: ['2017', 'Eklavya Dwivedi', 'Wicket Keeper', '75,00,000', ' Sunrisers Hyderabad', ''], 723: ['2017', 'Chris Jordan', 'All-Rounder', '50,00,000', ' Sunrisers Hyderabad', ''], 724: ['2017', 'Mohammad Nabi', 'All-Rounder', '30,00,000', ' Sunrisers Hyderabad', ''], 725: ['2017', 'Ben Laughlin', 'Bowler', '30,00,000', ' Sunrisers Hyderabad', ''], 726: ['2017', 'Pravin Tambe', 'Bowler', '10,00,000', ' Sunrisers Hyderabad', ''], 727: ['2017', 'Tanmay Agarwal', 'Batsman', '10,00,000', ' Sunrisers Hyderabad', ''], 728: ['2016', 'Praveen Kumar', 'Bowler', '3,50,00,000', 'Gujarat Lions', ''], 729: ['2016', 'Dale Steyn', 'Bowler', '2,30,00,000', 'Gujarat Lions', ''], 730: ['2016', 'Dinesh Karthik', 'Wicket Keeper', '2,30,00,000', 'Gujarat Lions', ''], 731: ['2016', 'Dwayne Smith', 'All-Rounder', '2,30,00,000', 'Gujarat Lions', ''], 732: ['2016', 'Dhawal Kulkarni', 'Bowler', '2,00,00,000', 'Gujarat Lions', ''], 733: ['2016', 'Aaron Finch', 'Batsman', '1,00,00,000', 'Gujarat Lions', ''], 734: ['2016', 'Eklavya Dwivedi', 'Wicket Keeper', '1,00,00,000', 'Gujarat Lions', ''], 735: ['2016', 'Andrew Tye', 'All-Rounder', '50,00,000', 'Gujarat Lions', ''], 736: ['2016', 'Ishan Kishan', 'Wicket Keeper', '35,00,000', 'Gujarat Lions', ''], 737: ['2016', 'Jaydev Shah', 'All-Rounder', '20,00,000', 'Gujarat Lions', ''], 738: ['2016', 'Shadab Jakati', 'All-Rounder', '20,00,000', 'Gujarat Lions', ''], 739: ['2016', 'Pravin Tambe', 'Bowler', '20,00,000', 'Gujarat Lions', ''], 740: ['2016', 'Pradeep Sangwan', 'All-Rounder', '20,00,000', 'Gujarat Lions', ''], 741: ['2016', 'Amit Mishra', 'Bowler', '10,00,000', 'Gujarat Lions', ''], 742: ['2016', 'Shivil Kaushik', 'Bowler', '10,00,000', 'Gujarat Lions', ''], 743: ['2016', 'Akshdeep Nath', 'All-Rounder', '10,00,000', 'Gujarat Lions', ''], 744: ['2016', 'Sarabjit Ladda', 'Bowler', '10,00,000', 'Gujarat Lions', ''], 745: ['2016', 'Umang Sharma', 'Batsman', '10,00,000', 'Gujarat Lions', ''], 746: ['2016', 'Paras Dogra', 'Batsman', '10,00,000', 'Gujarat Lions', ''], 747: ['2016', 'Mohit Sharma', 'Bowler', '6,50,00,000', 'Kings XI Punjab', ''], 748: ['2016', 'Kyle Abbott', 'Bowler', '2,10,00,000', 'Kings XI Punjab', ''], 749: ['2016', 'K.C. Cariappa', 'Bowler', '80,00,000', 'Kings XI Punjab', ''], 750: ['2016', 'Marcus Stoinis', 'All-Rounder', '55,00,000', 'Kings XI Punjab', ''], 751: ['2016', 'Farhaan Behardien', 'All-Rounder', '30,00,000', 'Kings XI Punjab', ''], 752: ['2016', 'Pardeep Sahu', 'All-Rounder', '10,00,000', 'Kings XI Punjab', ''], 753: ['2016', 'Armaan Jaffer', 'Batsman', '10,00,000', 'Kings XI Punjab', ''], 754: ['2016', 'Swapnil Singh', 'All-Rounder', '10,00,000', 'Kings XI Punjab', ''], 755: ['2016', 'Jaydev Unadkat', 'Bowler', '1,60,00,000', 'Kolkata Knight Riders', ''], 756: ['2016', 'Ankit Singh Rajpoot', 'Bowler', '1,50,00,000', 'Kolkata Knight Riders', ''], 757: ['2016', 'John Hastings', 'Bowler', '1,30,00,000', 'Kolkata Knight Riders', ''], 758: ['2016', 'Jason Holder', 'All-Rounder', '70,00,000', 'Kolkata Knight Riders', ''], 759: ['2016', 'Colin Munro', 'All-Rounder', '30,00,000', 'Kolkata Knight Riders', ''], 760: ['2016', 'Rajagopal Sathish', 'All-Rounder', '20,00,000', 'Kolkata Knight Riders', ''], 761: ['2016', 'Manan Ajay Sharma', 'All-Rounder', '10,00,000', 'Kolkata Knight Riders', ''], 762: ['2016', 'Jos Buttler', 'Wicket Keeper', '3,80,00,000', 'Mumbai Indians', ''], 763: ['2016', 'Nathu Singh', 'Bowler', '3,20,00,000', 'Mumbai Indians', ''], 764: ['2016', 'Tim Southee', 'Bowler', '2,50,00,000', 'Mumbai Indians', ''], 765: ['2016', 'Krunal Pandya', 'All-Rounder', '2,00,00,000', 'Mumbai Indians', ''], 766: ['2016', 'Kishore Pramod Kamath', 'All-Rounder', '1,40,00,000', 'Mumbai Indians', ''], 767: ['2016', 'Deepak Punia', 'All-Rounder', '10,00,000', 'Mumbai Indians', ''], 768: ['2016', 'Jitesh Sharma', 'Wicket Keeper', '10,00,000', 'Mumbai Indians', ''], 769: ['2016', 'Mitchell Marsh', 'All-Rounder', '4,80,00,000', 'Rising Pune Supergiant', ''], 770: ['2016', 'M. Ashwin', 'Bowler', '4,50,00,000', 'Rising Pune Supergiant', ''], 771: ['2016', 'Ishant Sharma', 'Bowler', '3,80,00,000', 'Rising Pune Supergiant', ''], 772: ['2016', 'Kevin Pietersen', 'Batsman', '3,50,00,000', 'Rising Pune Supergiant', ''], 773: ['2016', 'Irfan Pathan', 'All-Rounder', '1,00,00,000', 'Rising Pune Supergiant', ''], 774: ['2016', 'Thisara Perera', 'All-Rounder', '1,00,00,000', 'Rising Pune Supergiant', ''], 775: ['2016', 'Rajat Bhatia', 'All-Rounder', '60,00,000', 'Rising Pune Supergiant', ''], 776: ['2016', 'Ashok Dinda', 'Bowler', '50,00,000', 'Rising Pune Supergiant', ''], 777: ['2016', 'Scott Boland', 'Bowler', '50,00,000', 'Rising Pune Supergiant', ''], 778: ['2016', 'Peter Handscomb', 'Wicket Keeper', '30,00,000', 'Rising Pune Supergiant', ''], 779: ['2016', 'Rudra Pratap Singh', 'Bowler', '30,00,000', 'Rising Pune Supergiant', ''], 780: ['2016', 'Adam Zampa', 'Bowler', '30,00,000', 'Rising Pune Supergiant', ''], 781: ['2016', 'Ishwar Chandra Pandey', 'Bowler', '20,00,000', 'Rising Pune Supergiant', ''], 782: ['2016', 'Deepak Chahar', 'All-Rounder', '10,00,000', 'Rising Pune Supergiant', ''], 783: ['2016', 'Jaskaran Singh', 'Bowler', '10,00,000', 'Rising Pune Supergiant', ''], 784: ['2016', 'Baba Aparajith', 'All-Rounder', '10,00,000', 'Rising Pune Supergiant', ''], 785: ['2016', 'Ankush Bains', 'Wicket Keeper', '10,00,000', 'Rising Pune Supergiant', ''], 786: ['2016', 'Ankit Sharma', 'All-Rounder', '10,00,000', 'Rising Pune Supergiant', ''], 787: ['2016', 'Shane Watson', 'All-Rounder', '9,50,00,000', ' Royal Challengers Bangalore', ''], 788: ['2016', 'Stuart Binny', 'All-Rounder', '2,00,00,000', ' Royal Challengers Bangalore', ''], 789: ['2016', 'Kane Richardson', 'Bowler', '2,00,00,000', ' Royal Challengers Bangalore', ''], 790: ['2016', 'Samuel Badree', 'Bowler', '50,00,000', ' Royal Challengers Bangalore', ''], 791: ['2016', 'Travis Head', 'Batsman', '50,00,000', ' Royal Challengers Bangalore', ''], 792: ['2016', 'Praveen Dubey', 'All-Rounder', '35,00,000', ' Royal Challengers Bangalore', ''], 793: ['2016', 'Vikramjeet Malik', 'Bowler', '20,00,000', ' Royal Challengers Bangalore', ''], 794: ['2016', 'Akshay Karnewar', 'All-Rounder', '10,00,000', ' Royal Challengers Bangalore', ''], 795: ['2016', 'Iqbal Abdullah', 'All-Rounder', '10,00,000', ' Royal Challengers Bangalore', ''], 796: ['2016', 'Sachin Baby', 'Batsman', '10,00,000', ' Royal Challengers Bangalore', ''], 797: ['2016', 'Vikas Tokas', 'Bowler', '10,00,000', ' Royal Challengers Bangalore', ''], 798: ['2016', 'Yuvraj Singh', 'All-Rounder', '7,00,00,000', ' Sunrisers Hyderabad', ''], 799: ['2016', 'Ashish Nehra', 'Bowler', '5,50,00,000', ' Sunrisers Hyderabad', ''], 800: ['2016', 'Deepak Hooda', 'All-Rounder', '4,20,00,000', ' Sunrisers Hyderabad', ''], 801: ['2016', 'Mustafizur Rahman', 'Bowler', '1,40,00,000', ' Sunrisers Hyderabad', ''], 802: ['2016', 'Aditya Tare', 'Wicket Keeper', '1,20,00,000', ' Sunrisers Hyderabad', ''], 803: ['2016', 'Barinder Singh Sran', 'Bowler', '1,20,00,000', ' Sunrisers Hyderabad', ''], 804: ['2016', 'Ben Cutting', 'All-Rounder', '50,00,000', ' Sunrisers Hyderabad', ''], 805: ['2016', 'Vijay Shankar', 'All-Rounder', '35,00,000', ' Sunrisers Hyderabad', ''], 806: ['2016', 'Abhimanyu Mithun', 'Bowler', '30,00,000', ' Sunrisers Hyderabad', ''], 807: ['2016', 'Tirumalasetti Suman', 'Batsman', '10,00,000', ' Sunrisers Hyderabad', ''], 808: ['2015', 'Yuvraj Singh', 'Batsman', '16,00,00,000', 'Delhi Daredevils', ''], 809: ['2015', 'Angelo Mathews', 'All-Rounder', '7,50,00,000', 'Delhi Daredevils', ''], 810: ['2015', 'Zaheer Khan', 'Bowler', '4,00,00,000', 'Delhi Daredevils', ''], 811: ['2015', 'Amit Mishra', 'Bowler', '3,50,00,000', 'Delhi Daredevils', ''], 812: ['2015', 'Shreyas Iyer', 'Batsman', '2,60,00,000', 'Delhi Daredevils', ''], 813: ['2015', 'Gurinder Sandhu', 'Bowler', '1,70,00,000', 'Delhi Daredevils', ''], 814: ['2015', 'Jaydev Unadkat', 'Bowler', '1,10,00,000', 'Delhi Daredevils', ''], 815: ['2015', 'Domnic Joseph Muthuswamy', 'Bowler', '75,00,000', 'Delhi Daredevils', ''], 816: ['2015', 'Albie Morkel', 'All-Rounder', '30,00,000', 'Delhi Daredevils', ''], 817: ['2015', 'Travis Head', 'Batsman', '30,00,000', 'Delhi Daredevils', ''], 818: ['2015', 'Marcus Stoinis', 'All-Rounder', '25,00,000', 'Delhi Daredevils', ''], 819: ['2015', 'C.M. Gautam', 'Wicket Keeper', '20,00,000', 'Delhi Daredevils', ''], 820: ['2015', 'Kona Srikar Bharat', 'Wicket Keeper', '10,00,000', 'Delhi Daredevils', ''], 821: ['2015', 'K.K. Jiyaz', 'Bowler', '10,00,000', 'Delhi Daredevils', ''], 822: ['2015', 'Murali Vijay', 'Batsman', '3,00,00,000', 'Kings XI Punjab', ''], 823: ['2015', 'Nikhil Shankar Naik', 'Wicket Keeper', '30,00,000', 'Kings XI Punjab', ''], 824: ['2015', 'Yogesh Gowalkar', 'All-Rounder', '10,00,000', 'Kings XI Punjab', ''], 825: ['2015', 'K.C. Cariappa', 'Bowler', '2,40,00,000', 'Kolkata Knight Riders', ''], 826: ['2015', 'James Neesham', 'All-Rounder', '50,00,000', 'Kolkata Knight Riders', ''], 827: ['2015', 'Brad Hogg', 'Bowler', '50,00,000', 'Kolkata Knight Riders', ''], 828: ['2015', 'Aditya Garhwal', 'All-Rounder', '25,00,000', 'Kolkata Knight Riders', ''], 829: ['2015', 'Sheldon Jackson', 'Batsman', '15,00,000', 'Kolkata Knight Riders', ''], 830: ['2015', 'Sumit Narwal', 'All-Rounder', '10,00,000', 'Kolkata Knight Riders', ''], 831: ['2015', 'Vaibhav Rawal', 'All-Rounder', '10,00,000', 'Kolkata Knight Riders', ''], 832: ['2015', 'Aaron Finch', 'Batsman', '3,20,00,000', 'Mumbai Indians', ''], 833: ['2015', 'Pragyan Ojha', 'Bowler', '50,00,000', 'Mumbai Indians', ''], 834: ['2015', 'Abhimanyu Mithun', 'Bowler', '30,00,000', 'Mumbai Indians', ''], 835: ['2015', 'Mitchell McClenaghan', 'Bowler', '30,00,000', 'Mumbai Indians', ''], 836: ['2015', 'Aiden Blizzard', 'Batsman', '30,00,000', 'Mumbai Indians', ''], 837: ['2015', 'Hardik Pandya', 'All-Rounder', '10,00,000', 'Mumbai Indians', ''], 838: ['2015', 'Akshay Wakhare', 'Bowler', '10,00,000', 'Mumbai Indians', ''], 839: ['2015', 'Nitish Rana', 'All-Rounder', '10,00,000', 'Mumbai Indians', ''], 840: ['2015', 'Siddhesh Dinesh Lad', 'All-Rounder', '10,00,000', 'Mumbai Indians', ''], 841: ['2015', 'J. Suchitch', 'All-Rounder', '10,00,000', 'Mumbai Indians', ''], 842: ['2015', 'Christopher Morris', 'All-Rounder', '1,40,00,000', 'Rajasthan Royals', ''], 843: ['2015', 'Juan Theron', 'Bowler', '30,00,000', 'Rajasthan Royals', ''], 844: ['2015', 'Barinder Singh Saran', 'Bowler', '10,00,000', 'Rajasthan Royals', ''], 845: ['2015', 'Dinesh Salunkhe', 'All-Rounder', '10,00,000', 'Rajasthan Royals', ''], 846: ['2015', 'Sagar Trivedi', 'All-Rounder', '10,00,000', 'Rajasthan Royals', ''], 847: ['2015', 'Pardeep Sahu', 'All-Rounder', '10,00,000', 'Rajasthan Royals', ''], 848: ['2015', 'Dinesh Karthik', 'Wicket Keeper', '10,50,00,000', ' Royal Challengers Bangalore', ''], 849: ['2015', 'Darren Sammy', 'All-Rounder', '2,80,00,000', ' Royal Challengers Bangalore', ''], 850: ['2015', 'David Wiese', 'All-Rounder', '2,80,00,000', ' Royal Challengers Bangalore', ''], 851: ['2015', 'Sean Abbott', 'Bowler', '1,00,00,000', ' Royal Challengers Bangalore', ''], 852: ['2015', 'Adam Milne', 'Bowler', '70,00,000', ' Royal Challengers Bangalore', ''], 853: ['2015', 'Sarfaraz Naushad Khan', 'Batsman', '50,00,000', ' Royal Challengers Bangalore', ''], 854: ['2015', 'Subramaniam Badrinath', 'Batsman', '30,00,000', ' Royal Challengers Bangalore', ''], 855: ['2015', 'Jalaj Saxena', 'All-Rounder', '10,00,000', ' Royal Challengers Bangalore', ''], 856: ['2015', 'Shishir Bhavane', 'Batsman', '10,00,000', ' Royal Challengers Bangalore', ''], 857: ['2015', 'Trent Boult', 'Bowler', '3,80,00,000', ' Sunrisers Hyderabad', ''], 858: ['2015', 'Praveen Kumar', 'Bowler', '2,20,00,000', ' Sunrisers Hyderabad', ''], 859: ['2015', 'Kevin Pietersen', 'Batsman', '2,00,00,000', ' Sunrisers Hyderabad', ''], 860: ['2015', 'Eoin Morgan', 'Batsman', '1,50,00,000', ' Sunrisers Hyderabad', ''], 861: ['2015', 'Ravi Bopara', 'All-Rounder', '1,00,00,000', ' Sunrisers Hyderabad', ''], 862: ['2015', 'Kane Williamson', 'All-Rounder', '60,00,000', ' Sunrisers Hyderabad', ''], 863: ['2015', 'Laxmi Ratan Shukla', 'All-Rounder', '30,00,000', ' Sunrisers Hyderabad', ''], 864: ['2015', 'Prasanth Padmanabhan', 'All-Rounder', '10,00,000', ' Sunrisers Hyderabad', ''], 865: ['2015', 'Hanuma Vihari', 'Batsman', '10,00,000', ' Sunrisers Hyderabad', ''], 866: ['2015', 'Siddarth Kaul', 'Bowler', '10,00,000', ' Sunrisers Hyderabad', ''], 867: ['2014', 'Dinesh Karthik', 'Wicket Keeper', '12,50,00,000', 'Delhi Daredevils', ''], 868: ['2014', 'Kevin Pietersen', 'Batsman', '9,00,00,000', 'Delhi Daredevils', ''], 869: ['2014', 'Murali Vijay', 'Batsman', '5,00,00,000', 'Delhi Daredevils', ''], 870: ['2014', 'Mohammad Shami', 'Bowler', '4,25,00,000', 'Delhi Daredevils', ''], 871: ['2014', 'Nathan Coulter-Nile', 'Bowler', '4,25,00,000', 'Delhi Daredevils', ''], 872: ['2014', 'Quinton De Kock', 'Wicket Keeper', '3,50,00,000', 'Delhi Daredevils', ''], 873: ['2014', 'Manoj Tiwary', 'Batsman', '2,80,00,000', 'Delhi Daredevils', ''], 874: ['2014', 'Jaydev Unadkat', 'Bowler', '2,80,00,000', 'Delhi Daredevils', ''], 875: ['2014', 'Jean-Paul Duminy', 'Batsman', '2,20,00,000', 'Delhi Daredevils', ''], 876: ['2014', 'Ross Taylor', 'Batsman', '2,00,00,000', 'Delhi Daredevils', ''], 877: ['2014', 'Kedar Jadhav', 'Batsman', '2,00,00,000', 'Delhi Daredevils', ''], 878: ['2014', 'Rahul Sharma', 'Bowler', '1,90,00,000', 'Delhi Daredevils', ''], 879: ['2014', 'Mayank Agarwal', 'Batsman', '1,60,00,000', 'Delhi Daredevils', ''], 880: ['2014', 'Laxmi Ratan Shukla', 'All-Rounder', '1,50,00,000', 'Delhi Daredevils', ''], 881: ['2014', 'James Neesham', 'All-Rounder', '1,00,00,000', 'Delhi Daredevils', ''], 882: ['2014', 'Wayne Parnell', 'Bowler', '1,00,00,000', 'Delhi Daredevils', ''], 883: ['2014', 'Shahbaz Nadeem', 'Bowler', '85,00,000', 'Delhi Daredevils', ''], 884: ['2014', 'Saurabh Tiwary', 'Batsman', '70,00,000', 'Delhi Daredevils', ''], 885: ['2014', 'Siddarth Kaul', 'Bowler', '45,00,000', 'Delhi Daredevils', ''], 886: ['2014', 'Rahul Shukla', 'Bowler', '40,00,000', 'Delhi Daredevils', ''], 887: ['2014', 'Jayant Yadav', 'All-Rounder', '10,00,000', 'Delhi Daredevils', ''], 888: ['2014', 'HS Sharath', 'Bowler', '10,00,000', 'Delhi Daredevils', ''], 889: ['2014', 'Milind Kumar', 'Batsman', '10,00,000', 'Delhi Daredevils', ''], 890: ['2014', 'Mitchell Johnson', 'All-Rounder', '6,50,00,000', 'Kings XI Punjab', ''], 891: ['2014', 'Glenn Maxwell', 'All-Rounder', '6,00,00,000', 'Kings XI Punjab', ''], 892: ['2014', 'George Bailey', 'Batsman', '3,25,00,000', 'Kings XI Punjab', ''], 893: ['2014', 'Virender Sehwag', 'Batsman', '3,20,00,000', 'Kings XI Punjab', ''], 894: ['2014', 'Rishi Dhawan', 'All-Rounder', '3,00,00,000', 'Kings XI Punjab', ''], 895: ['2014', 'Wriddhiman Saha', 'Wicket Keeper', '2,20,00,000', 'Kings XI Punjab', ''], 896: ['2014', 'Shaun Marsh', 'Batsman', '2,20,00,000', 'Kings XI Punjab', ''], 897: ['2014', 'Cheteshwar Pujara', 'Batsman', '1,90,00,000', 'Kings XI Punjab', ''], 898: ['2014', 'Beuran Hendricks', 'Bowler', '1,80,00,000', 'Kings XI Punjab', ''], 899: ['2014', 'Lakshmipathy Balaji', 'Bowler', '1,80,00,000', 'Kings XI Punjab', ''], 900: ['2014', 'Thisara Perera', 'All-Rounder', '1,60,00,000', 'Kings XI Punjab', ''], 901: ['2014', 'Gurkirat Singh Mann', 'Batsman', '1,30,00,000', 'Kings XI Punjab', ''], 902: ['2014', 'Murali Kartik', 'Bowler', '1,00,00,000', 'Kings XI Punjab', ''], 903: ['2014', 'Sandeep Sharma', 'Bowler', '85,00,000', 'Kings XI Punjab', ''], 904: ['2014', 'Mandeep Hardev Singh', 'All-Rounder', '80,00,000', 'Kings XI Punjab', ''], 905: ['2014', 'Akshar Rajesh Patel', 'All-Rounder', '75,00,000', 'Kings XI Punjab', ''], 906: ['2014', 'Parvinder Awana', 'Bowler', '65,00,000', 'Kings XI Punjab', ''], 907: ['2014', 'Shardul Narendra Thakur', 'Bowler', '20,00,000', 'Kings XI Punjab', ''], 908: ['2014', 'Anureet Singh', 'Bowler', '20,00,000', 'Kings XI Punjab', ''], 909: ['2014', 'Shivam Sharma', 'Bowler', '10,00,000', 'Kings XI Punjab', ''], 910: ['2014', 'Karanveer Singh', 'All-Rounder', '10,00,000', 'Kings XI Punjab', ''], 911: ['2014', 'Jacques Kallis', 'All-Rounder', '5,50,00,000', 'Kolkata Knight Riders', ''], 912: ['2014', 'Robin Uthappa', 'Batsman', '5,00,00,000', 'Kolkata Knight Riders', ''], 913: ['2014', 'Piyush Chawla', 'Bowler', '4,25,00,000', 'Kolkata Knight Riders', ''], 914: ['2014', 'Yusuf Pathan', 'All-Rounder', '3,25,00,000', 'Kolkata Knight Riders', ''], 915: ['2014', 'Shakib Al Hasan', 'All-Rounder', '2,80,00,000', 'Kolkata Knight Riders', ''], 916: ['2014', 'Morne Morkel', 'Bowler', '2,80,00,000', 'Kolkata Knight Riders', ''], 917: ['2014', 'Ranganath Vinay Kumar', 'Bowler', '2,80,00,000', 'Kolkata Knight Riders', ''], 918: ['2014', 'Umesh Yadav', 'Bowler', '2,60,00,000', 'Kolkata Knight Riders', ''], 919: ['2014', 'Manish Pandey', 'Batsman', '1,70,00,000', 'Kolkata Knight Riders', ''], 920: ['2014', 'Chris Lynn', 'Batsman', '1,30,00,000', 'Kolkata Knight Riders', ''], 921: ['2014', 'Patrick Cummins', 'Bowler', '1,00,00,000', 'Kolkata Knight Riders', ''], 922: ['2014', 'Ryan Ten Doeschate', 'All-Rounder', '1,00,00,000', 'Kolkata Knight Riders', ''], 923: ['2014', 'Suryakumar Yadav', 'Batsman', '70,00,000', 'Kolkata Knight Riders', ''], 924: ['2014', 'Andre Russell', 'All-Rounder', '60,00,000', 'Kolkata Knight Riders', ''], 925: ['2014', 'Manvinder Bisla', 'Wicket Keeper', '60,00,000', 'Kolkata Knight Riders', ''], 926: ['2014', 'Veer Pratap Singh', 'Bowler', '40,00,000', 'Kolkata Knight Riders', ''], 927: ['2014', 'Kuldeep Singh Yadav', 'Bowler', '40,00,000', 'Kolkata Knight Riders', ''], 928: ['2014', 'Debabrata Das', 'Wicket Keeper', '20,00,000', 'Kolkata Knight Riders', ''], 929: ['2014', 'Sayan Sekhar Mandal', 'All-Rounder', '10,00,000', 'Kolkata Knight Riders', ''], 930: ['2014', 'Michael Hussey', 'Batsman', '5,00,00,000', 'Mumbai Indians', ''], 931: ['2014', 'Corey Anderson', 'All-Rounder', '4,50,00,000', 'Mumbai Indians', ''], 932: ['2014', 'Pragyan Ojha', 'Bowler', '3,25,00,000', 'Mumbai Indians', ''], 933: ['2014', 'Zaheer Khan', 'Bowler', '2,60,00,000', 'Mumbai Indians', ''], 934: ['2014', 'Aditya Tare', 'Wicket Keeper', '1,60,00,000', 'Mumbai Indians', ''], 935: ['2014', 'Jasprit Bumrah', 'Bowler', '1,20,00,000', 'Mumbai Indians', ''], 936: ['2014', 'Jalaj Saxena', 'All-Rounder', '90,00,000', 'Mumbai Indians', ''], 937: ['2014', 'Josh Hazlewood', 'Bowler', '50,00,000', 'Mumbai Indians', ''], 938: ['2014', 'Marchant De Lange', 'Bowler', '30,00,000', 'Mumbai Indians', ''], 939: ['2014', 'Krismar Santokie', 'Bowler', '30,00,000', 'Mumbai Indians', ''], 940: ['2014', 'Ben Dunk', 'Wicket Keeper', '20,00,000', 'Mumbai Indians', ''], 941: ['2014', 'C.M. Gautam', 'Wicket Keeper', '20,00,000', 'Mumbai Indians', ''], 942: ['2014', 'Apoorv Vijay Wankhade', 'Batsman', '10,00,000', 'Mumbai Indians', ''], 943: ['2014', 'Pawan Suyal', 'Bowler', '10,00,000', 'Mumbai Indians', ''], 944: ['2014', 'Sushant Marathe', 'Wicket Keeper', '10,00,000', 'Mumbai Indians', ''], 945: ['2014', 'Shreyas Gopal', 'Bowler', '10,00,000', 'Mumbai Indians', ''], 946: ['2014', 'Steven Smith', 'All-Rounder', '4,00,00,000', 'Rajasthan Royals', ''], 947: ['2014', 'Brad Hodge', 'Batsman', '2,40,00,000', 'Rajasthan Royals', ''], 948: ['2014', 'Rajat Bhatia', 'All-Rounder', '1,70,00,000', 'Rajasthan Royals', ''], 949: ['2014', 'Tim Southee', 'Bowler', '1,20,00,000', 'Rajasthan Royals', ''], 950: ['2014', 'Dhawal Kulkarni', 'Bowler', '1,10,00,000', 'Rajasthan Royals', ''], 951: ['2014', 'Abhishek Nayar', 'All-Rounder', '1,00,00,000', 'Rajasthan Royals', ''], 952: ['2014', 'Kane Richardson', 'Bowler', '1,00,00,000', 'Rajasthan Royals', ''], 953: ['2014', 'Ben Cutting', 'Bowler', '80,00,000', 'Rajasthan Royals', ''], 954: ['2014', 'Karun Nair', 'Batsman', '75,00,000', 'Rajasthan Royals', ''], 955: ['2014', 'Unmukt Chand', 'Batsman', '65,00,000', 'Rajasthan Royals', ''], 956: ['2014', 'Iqbal Abdullah', 'All-Rounder', '65,00,000', 'Rajasthan Royals', ''], 957: ['2014', 'Deepak Hooda', 'Bowler', '40,00,000', 'Rajasthan Royals', ''], 958: ['2014', 'Dishant Yagnik', 'Wicket Keeper', '30,00,000', 'Rajasthan Royals', ''], 959: ['2014', 'Kevon Cooper', 'All-Rounder', '30,00,000', 'Rajasthan Royals', ''], 960: ['2014', 'Vikramjeet Malik', 'Bowler', '20,00,000', 'Rajasthan Royals', ''], 961: ['2014', 'Ankit Nagendra Sharma', 'Bowler', '10,00,000', 'Rajasthan Royals', ''], 962: ['2014', 'Rahul Tewatia', 'All-Rounder', '10,00,000', 'Rajasthan Royals', ''], 963: ['2014', 'Ankush Bains', 'Wicket Keeper', '10,00,000', 'Rajasthan Royals', ''], 964: ['2014', 'Amit Mishra', 'Bowler', '10,00,000', 'Rajasthan Royals', ''], 965: ['2014', 'Pravin Tambe', 'Bowler', '10,00,000', 'Rajasthan Royals', ''], 966: ['2014', 'Yuvraj Singh', 'All-Rounder', '14,00,00,000', ' Royal Challengers Bangalore', ''], 967: ['2014', 'Mitchell Starc', 'Bowler', '5,00,00,000', ' Royal Challengers Bangalore', ''], 968: ['2014', 'Albie Morkel', 'All-Rounder', '2,40,00,000', ' Royal Challengers Bangalore', ''], 969: ['2014', 'Varun Aaron', 'Bowler', '2,00,00,000', ' Royal Challengers Bangalore', ''], 970: ['2014', 'Ashok Dinda', 'Bowler', '1,50,00,000', ' Royal Challengers Bangalore', ''], 971: ['2014', 'Parthiv Patel', 'Wicket Keeper', '1,40,00,000', ' Royal Challengers Bangalore', ''], 972: ['2014', 'Muttiah Muralitharan', 'Bowler', '1,00,00,000', ' Royal Challengers Bangalore', ''], 973: ['2014', 'Ravi Rampaul', 'Bowler', '90,00,000', ' Royal Challengers Bangalore', ''], 974: ['2014', 'Nic Maddinson', 'Batsman', '50,00,000', ' Royal Challengers Bangalore', ''], 975: ['2014', 'Harshal Patel', 'Bowler', '40,00,000', ' Royal Challengers Bangalore', ''], 976: ['2014', 'Vijay Zol', 'Batsman', '30,00,000', ' Royal Challengers Bangalore', ''], 977: ['2014', 'Abu Nechim Ahmed', 'Bowler', '30,00,000', ' Royal Challengers Bangalore', ''], 978: ['2014', 'Sachin Rana', 'Bowler', '20,00,000', ' Royal Challengers Bangalore', ''], 979: ['2014', 'Shadab Jakati', 'Bowler', '20,00,000', ' Royal Challengers Bangalore', ''], 980: ['2014', 'Sandeep Warrier', 'Bowler', '10,00,000', ' Royal Challengers Bangalore', ''], 981: ['2014', 'Tanmay Mishra', 'Batsman', '10,00,000', ' Royal Challengers Bangalore', ''], 982: ['2014', 'Yogesh Takawale', 'Wicket Keeper', '10,00,000', ' Royal Challengers Bangalore', ''], 983: ['2014', 'Yuzvendra Singh Chahal', 'Bowler', '10,00,000', ' Royal Challengers Bangalore', ''], 984: ['2014', 'David Warner', 'Batsman', '5,50,00,000', ' Sunrisers Hyderabad', ''], 985: ['2014', 'Amit Mishra', 'Bowler', '4,75,00,000', ' Sunrisers Hyderabad', ''], 986: ['2014', 'Bhuvneshwar Kumar', 'Bowler', '4,25,00,000', ' Sunrisers Hyderabad', ''], 987: ['2014', 'Aaron Finch', 'Batsman', '4,00,00,000', ' Sunrisers Hyderabad', ''], 988: ['2014', 'Karn Sharma', 'Bowler', '3,75,00,000', ' Sunrisers Hyderabad', ''], 989: ['2014', 'Darren Sammy', 'All-Rounder', '3,50,00,000', ' Sunrisers Hyderabad', ''], 990: ['2014', 'Ishant Sharma', 'Bowler', '2,60,00,000', ' Sunrisers Hyderabad', ''], 991: ['2014', 'Irfan Pathan', 'All-Rounder', '2,40,00,000', ' Sunrisers Hyderabad', ''], 992: ['2014', 'Moises Henriques', 'All-Rounder', '1,00,00,000', ' Sunrisers Hyderabad', ''], 993: ['2014', 'KL Rahul', 'Batsman', '1,00,00,000', ' Sunrisers Hyderabad', ''], 994: ['2014', 'Parveez Rasool', 'All-Rounder', '95,00,000', ' Sunrisers Hyderabad', ''], 995: ['2014', 'Jason Holder', 'Bowler', '75,00,000', ' Sunrisers Hyderabad', ''], 996: ['2014', 'Venugopal Rao', 'Batsman', '55,00,000', ' Sunrisers Hyderabad', ''], 997: ['2014', 'Naman Ojha', 'Wicket Keeper', '50,00,000', ' Sunrisers Hyderabad', ''], 998: ['2014', 'Brendan Taylor', 'Wicket Keeper', '30,00,000', ' Sunrisers Hyderabad', ''], 999: ['2014', 'Prasanth Parameswaran', 'Bowler', '30,00,000', ' Sunrisers Hyderabad', ''], 1000: ['2014', 'Amit Paunikar', 'Wicket Keeper', '20,00,000', ' Sunrisers Hyderabad', ''], 1001: ['2014', 'Ashish Reddy', 'Bowler', '20,00,000', ' Sunrisers Hyderabad', ''], 1002: ['2014', 'Srikkanth Anirudha', 'Batsman', '20,00,000', ' Sunrisers Hyderabad', ''], 1003: ['2014', 'Ricky Bhui', 'Batsman', '10,00,000', ' Sunrisers Hyderabad', ''], 1004: ['2014', 'Chama Milind', 'Bowler', '10,00,000', ' Sunrisers Hyderabad', ''], 1005: ['2014', 'Manprit Juneja', 'Batsman', '10,00,000', ' Sunrisers Hyderabad', ''], 1006: ['2013', 'Johan Botha', 'All-Rounder', '450,000', 'Delhi Daredevils', ''], 1007: ['2013', 'Jesse Ryder', 'All-Rounder', '260,000', 'Delhi Daredevils', ''], 1008: ['2013', 'Jeevan Mendis', 'All-Rounder', '50,000', 'Delhi Daredevils', ''], 1009: ['2013', 'Manpreet Gony', 'Bowler', '500,000', 'Kings XI Punjab', ''], 1010: ['2013', 'Luke Pomersbach', 'Batsman', '300,000', 'Kings XI Punjab', ''], 1011: ['2013', 'Sachithra Senanayaka', 'All-Rounder', '625,000', 'Kolkata Knight Riders', ''], 1012: ['2013', 'Ryan McLaren', 'Bowler', '50,000', 'Kolkata Knight Riders', ''], 1013: ['2013', 'Glenn Maxwell', 'All-Rounder', '1,000,000', 'Mumbai Indians', ''], 1014: ['2013', 'Nathan Coulter-Nile', 'Bowler', '450,000', 'Mumbai Indians', ''], 1015: ['2013', 'Ricky Ponting', 'Batsman', '400,000', 'Mumbai Indians', ''], 1016: ['2013', 'Philip Hughes', 'Batsman', '100,000', 'Mumbai Indians', ''], 1017: ['2013', 'Jacob Oram', 'All-Rounder', '50,000', 'Mumbai Indians', ''], 1018: ['2013', 'Ajantha Mendis', 'Bowler', '725,000', 'Pune Warriors India', ''], 1019: ['2013', 'Kane Richardson', 'Bowler', '700,000', 'Pune Warriors India', ''], 1020: ['2013', 'Abhishek Nayar', 'All-Rounder', '675,000', 'Pune Warriors India', ''], 1021: ['2013', 'Michael Clarke', 'Batsman', '400,000', 'Pune Warriors India', ''], 1022: ['2013', 'James Faulkner', 'All-Rounder', '400,000', 'Rajasthan Royals', ''], 1023: ['2013', 'Fidel Edwards', 'Bowler', '210,000', 'Rajasthan Royals', ''], 1024: ['2013', 'Kusal Janith Perera', 'Wicket Keeper', '20,000', 'Rajasthan Royals', ''], 1025: ['2013', 'Jaydev Unadkat', 'Bowler', '525,000', ' Royal Challengers Bangalore', ''], 1026: ['2013', 'Rudra Pratap Singh', 'Bowler', '400,000', ' Royal Challengers Bangalore', ''], 1027: ['2013', 'Moises Henriques', 'All-Rounder', '300,000', ' Royal Challengers Bangalore', ''], 1028: ['2013', 'Ravi Rampaul', 'Bowler', '290,000', ' Royal Challengers Bangalore', ''], 1029: ['2013', 'Pankaj Singh', 'Bowler', '150,000', ' Royal Challengers Bangalore', ''], 1030: ['2013', 'Daniel Christian', 'All-Rounder', '100,000', ' Royal Challengers Bangalore', ''], 1031: ['2013', 'Christopher Barnwell', 'All-Rounder', '50,000', ' Royal Challengers Bangalore', ''], 1032: ['2013', 'Thisara Perera', 'All-Rounder', '675,000', ' Sunrisers Hyderabad', ''], 1033: ['2013', 'Darren Sammy', 'All-Rounder', '425,000', ' Sunrisers Hyderabad', ''], 1034: ['2013', 'Sudeep Tyagi', 'Bowler', '100,000', ' Sunrisers Hyderabad', ''], 1035: ['2013', 'Clinton McKay', 'Bowler', '100,000', ' Sunrisers Hyderabad', ''], 1036: ['2013', 'Nathan McCullum', 'Bowler', '100,000', ' Sunrisers Hyderabad', ''], 1037: ['2013', 'Quinton De Kock', 'Wicket Keeper', '20,000', ' Sunrisers Hyderabad', '']}
1037
1037
In [10]:
# write the dict to csv file
ipl_players_df = pd.DataFrame.from_dict(players, orient = 'index', columns = ['Season', 'Name','Nationality','Type','Team','Price'])

ipl_players_df.head()

ipl_players_df.to_csv('IPL_player.csv') # write to CSV file
In [11]:
ipl_players_df.head()   ###The code displays the first five rows of the DataFrame ipl_players_df, showing a preview of the player data.
Out[11]:
Season Name Nationality Type Team Price
1 2024 Avanish Rao Aravelly Indian Wicket-Keeper Chennai Super Kings 20,00,000
2 2024 Mustafizur Rahman Overseas Bowler Chennai Super Kings 2,00,00,000
3 2024 Daryl Mitchell Overseas All-Rounder Chennai Super Kings 14,00,00,000
4 2024 Sameer Rizvi Indian Batter Chennai Super Kings 8,40,00,000
5 2024 Rachin Ravindra Overseas All-Rounder Chennai Super Kings 1,80,00,000
In [12]:
ipl_players_df.shape   ###The code attempts to get the shape (rows, columns) of a DataFrame called ipl_players_df, indicating its size.
Out[12]:
(1037, 6)
In [13]:
ipl_players_df.isnull().sum()   ####The code counts and returns the number of missing (null) values in each column of the DataFrame
Out[13]:
Season         0
Name           0
Nationality    0
Type           0
Team           0
Price          0
dtype: int64
In [14]:
###      The code counts the number of duplicate rows in the ipl_players_df DataFrame, returning the total count of duplicates.
ipl_players_df.duplicated().sum()
Out[14]:
0
In [15]:
### The code ipl_players_df.info() displays concise summary information about the DataFrame, including data types, non-null counts, and memory usage.   
ipl_players_df.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1037 entries, 1 to 1037
Data columns (total 6 columns):
 #   Column       Non-Null Count  Dtype 
---  ------       --------------  ----- 
 0   Season       1037 non-null   object
 1   Name         1037 non-null   object
 2   Nationality  1037 non-null   object
 3   Type         1037 non-null   object
 4   Team         1037 non-null   object
 5   Price        1037 non-null   object
dtypes: object(6)
memory usage: 56.7+ KB
In [16]:
#### The code generates summary statistics (like count, mean, etc.) for numerical columns in the ipl_players_df DataFrame.
ipl_players_df.describe()
Out[16]:
Season Name Nationality Type Team Price
count 1037 1037 1037 1037 1037 1037
unique 12 743 13 115 20 78
top 2022 Jaydev Unadkat Bowler All-Rounder Sunrisers Hyderabad
freq 204 8 233 131 131 681
In [17]:
## provides information about the data types of each column in the DataFrame named ipl_players_df.
ipl_players_df.dtypes
Out[17]:
Season         object
Name           object
Nationality    object
Type           object
Team           object
Price          object
dtype: object
In [18]:
ipl_players_df.head()
Out[18]:
Season Name Nationality Type Team Price
1 2024 Avanish Rao Aravelly Indian Wicket-Keeper Chennai Super Kings 20,00,000
2 2024 Mustafizur Rahman Overseas Bowler Chennai Super Kings 2,00,00,000
3 2024 Daryl Mitchell Overseas All-Rounder Chennai Super Kings 14,00,00,000
4 2024 Sameer Rizvi Indian Batter Chennai Super Kings 8,40,00,000
5 2024 Rachin Ravindra Overseas All-Rounder Chennai Super Kings 1,80,00,000
In [19]:
## converts the 'Season' column in the ipl_players_df DataFrame from text to integer data type for numerical calculations of the 'Season' column.
ipl_players_df['Season'] = ipl_players_df['Season'].astype(int)
In [20]:
####The code determines the data type of the 'Season' column in the ipl_players_df DataFrame.
type(ipl_players_df['Season'])
Out[20]:
pandas.core.series.Series
In [21]:
####  The code checks the data type of the 'Season' column in the DataFrame 'ipl_players_df'.
ipl_players_df['Season'].dtype
Out[21]:
dtype('int32')
In [22]:
#### The code replaces commas with empty strings in the 'Price' column of the ipl_players_df DataFrame. 
###This removes commas from price values, making them suitable for numerical operations.
ipl_players_df['Price'] = ipl_players_df['Price'].replace(',', '',regex=True)
In [23]:
ipl_players_df['Price'].dtype
Out[23]:
dtype('O')
In [24]:
ipl_players_df['Price'].dtype
Out[24]:
dtype('O')
In [25]:
ipl_players_df.head()
Out[25]:
Season Name Nationality Type Team Price
1 2024 Avanish Rao Aravelly Indian Wicket-Keeper Chennai Super Kings 2000000
2 2024 Mustafizur Rahman Overseas Bowler Chennai Super Kings 20000000
3 2024 Daryl Mitchell Overseas All-Rounder Chennai Super Kings 140000000
4 2024 Sameer Rizvi Indian Batter Chennai Super Kings 84000000
5 2024 Rachin Ravindra Overseas All-Rounder Chennai Super Kings 18000000
In [26]:
ipl_players_df
Out[26]:
Season Name Nationality Type Team Price
1 2024 Avanish Rao Aravelly Indian Wicket-Keeper Chennai Super Kings 2000000
2 2024 Mustafizur Rahman Overseas Bowler Chennai Super Kings 20000000
3 2024 Daryl Mitchell Overseas All-Rounder Chennai Super Kings 140000000
4 2024 Sameer Rizvi Indian Batter Chennai Super Kings 84000000
5 2024 Rachin Ravindra Overseas All-Rounder Chennai Super Kings 18000000
... ... ... ... ... ... ...
1033 2013 Darren Sammy All-Rounder 425,000 Sunrisers Hyderabad
1034 2013 Sudeep Tyagi Bowler 100,000 Sunrisers Hyderabad
1035 2013 Clinton McKay Bowler 100,000 Sunrisers Hyderabad
1036 2013 Nathan McCullum Bowler 100,000 Sunrisers Hyderabad
1037 2013 Quinton De Kock Wicket Keeper 20,000 Sunrisers Hyderabad

1037 rows × 6 columns

In [ ]:
In [ ]:
          #################   DATA PREPROCESSING OF RAW CSV FILE #############
In [27]:
          #################   CODED BY GOURAB BANERJEE (PRN 24030242019) AND SHOUVIK KAPAT ( PRN 24030242064)  ########
In [28]:
import pandas as pd
In [29]:
### The code reads the CSV file "IPL_players.csv" located in the computer and creates a pandas DataFrame named "df".
df=pd.read_csv("C:/Users/goura/OneDrive/Desktop/Project_leadership/dpdm project/ipl/IPL_players.csv")
In [30]:
df
Out[30]:
Unnamed: 0 Season Name Nationality Type Team Price
0 1 2024 Avanish Rao Aravelly Indian Wicket-Keeper Chennai Super Kings 20,00,000
1 2 2024 Mustafizur Rahman Overseas Bowler Chennai Super Kings 2,00,00,000
2 3 2024 Daryl Mitchell Overseas All-Rounder Chennai Super Kings 14,00,00,000
3 4 2024 Sameer Rizvi Indian Batter Chennai Super Kings 8,40,00,000
4 5 2024 Rachin Ravindra Overseas All-Rounder Chennai Super Kings 1,80,00,000
... ... ... ... ... ... ... ...
1032 1033 2013 Darren Sammy All-Rounder 4,25,000 Sunrisers Hyderabad NaN
1033 1034 2013 Sudeep Tyagi Bowler 1,00,000 Sunrisers Hyderabad NaN
1034 1035 2013 Clinton McKay Bowler 1,00,000 Sunrisers Hyderabad NaN
1035 1036 2013 Nathan McCullum Bowler 1,00,000 Sunrisers Hyderabad NaN
1036 1037 2013 Quinton De Kock Wicket Keeper 20,000 Sunrisers Hyderabad NaN

1037 rows × 7 columns

In [31]:
### The code assigns the values from the 'Type' column (rows 0 to 356) to the 'Nationality' column (rows 0 to 356) in the DataFrame 'df'.
df.loc[0:356,'Nationality']=df.loc[0:356,'Type']
In [32]:
df.loc[0:356,'Type']=df.loc[0:356,'Price']
In [33]:
df.loc[0:1037,'Price']=None
In [34]:
df
Out[34]:
Unnamed: 0 Season Name Nationality Type Team Price
0 1 2024 Avanish Rao Aravelly Wicket-Keeper 20,00,000 Chennai Super Kings None
1 2 2024 Mustafizur Rahman Bowler 2,00,00,000 Chennai Super Kings None
2 3 2024 Daryl Mitchell All-Rounder 14,00,00,000 Chennai Super Kings None
3 4 2024 Sameer Rizvi Batter 8,40,00,000 Chennai Super Kings None
4 5 2024 Rachin Ravindra All-Rounder 1,80,00,000 Chennai Super Kings None
... ... ... ... ... ... ... ...
1032 1033 2013 Darren Sammy All-Rounder 4,25,000 Sunrisers Hyderabad None
1033 1034 2013 Sudeep Tyagi Bowler 1,00,000 Sunrisers Hyderabad None
1034 1035 2013 Clinton McKay Bowler 1,00,000 Sunrisers Hyderabad None
1035 1036 2013 Nathan McCullum Bowler 1,00,000 Sunrisers Hyderabad None
1036 1037 2013 Quinton De Kock Wicket Keeper 20,000 Sunrisers Hyderabad None

1037 rows × 7 columns

In [35]:
####The code removes the 'Price' column from the DataFrame 'df' and updates the DataFrame in place.
df.drop(columns=['Price'],inplace=True)
In [36]:
print(df)

      Unnamed: 0  Season                   Name     Nationality          Type  \
0              1    2024  Avanish Rao Aravelly   Wicket-Keeper      20,00,000   
1              2    2024     Mustafizur Rahman          Bowler    2,00,00,000   
2              3    2024        Daryl Mitchell     All-Rounder   14,00,00,000   
3              4    2024          Sameer Rizvi          Batter    8,40,00,000   
4              5    2024       Rachin Ravindra     All-Rounder    1,80,00,000   
...          ...     ...                    ...             ...           ...   
1032        1033    2013           Darren Sammy     All-Rounder      4,25,000   
1033        1034    2013           Sudeep Tyagi          Bowler      1,00,000   
1034        1035    2013          Clinton McKay          Bowler      1,00,000   
1035        1036    2013        Nathan McCullum          Bowler      1,00,000   
1036        1037    2013        Quinton De Kock   Wicket Keeper        20,000   

                      Team  
0      Chennai Super Kings  
1      Chennai Super Kings  
2      Chennai Super Kings  
3      Chennai Super Kings  
4      Chennai Super Kings  
...                    ...  
1032   Sunrisers Hyderabad  
1033   Sunrisers Hyderabad  
1034   Sunrisers Hyderabad  
1035   Sunrisers Hyderabad  
1036   Sunrisers Hyderabad  

[1037 rows x 6 columns]
In [37]:
#### The code prints a list of column names from a DataFrame named df.
print(df.columns.tolist())

['Unnamed: 0', 'Season', 'Name', 'Nationality', 'Type', 'Team']
In [38]:
df.columns=['Unnamed:0','Season','Name','Nationality','Price','Team']
In [39]:
##### create a temporary csv file dsda.csv from original raw csv file IPL_players.csv for data preprocessing
df.to_csv('dsda.csv',index=False)
In [40]:
#### df1 is the dataframe used to read the temporary file dsda.csv for data preprocessing
df1=pd.read_csv("C:/Users/goura/OneDrive/Desktop/Project_leadership/dpdm project/ipl/dsda.csv")
In [41]:
df1
Out[41]:
Unnamed:0 Season Name Nationality Price Team
0 1 2024 Avanish Rao Aravelly Wicket-Keeper 20,00,000 Chennai Super Kings
1 2 2024 Mustafizur Rahman Bowler 2,00,00,000 Chennai Super Kings
2 3 2024 Daryl Mitchell All-Rounder 14,00,00,000 Chennai Super Kings
3 4 2024 Sameer Rizvi Batter 8,40,00,000 Chennai Super Kings
4 5 2024 Rachin Ravindra All-Rounder 1,80,00,000 Chennai Super Kings
... ... ... ... ... ... ...
1032 1033 2013 Darren Sammy All-Rounder 4,25,000 Sunrisers Hyderabad
1033 1034 2013 Sudeep Tyagi Bowler 1,00,000 Sunrisers Hyderabad
1034 1035 2013 Clinton McKay Bowler 1,00,000 Sunrisers Hyderabad
1035 1036 2013 Nathan McCullum Bowler 1,00,000 Sunrisers Hyderabad
1036 1037 2013 Quinton De Kock Wicket Keeper 20,000 Sunrisers Hyderabad

1037 rows × 6 columns

In [42]:
### create a temporary dataframe dpm
dpm=df1
In [43]:
dpm
Out[43]:
Unnamed:0 Season Name Nationality Price Team
0 1 2024 Avanish Rao Aravelly Wicket-Keeper 20,00,000 Chennai Super Kings
1 2 2024 Mustafizur Rahman Bowler 2,00,00,000 Chennai Super Kings
2 3 2024 Daryl Mitchell All-Rounder 14,00,00,000 Chennai Super Kings
3 4 2024 Sameer Rizvi Batter 8,40,00,000 Chennai Super Kings
4 5 2024 Rachin Ravindra All-Rounder 1,80,00,000 Chennai Super Kings
... ... ... ... ... ... ...
1032 1033 2013 Darren Sammy All-Rounder 4,25,000 Sunrisers Hyderabad
1033 1034 2013 Sudeep Tyagi Bowler 1,00,000 Sunrisers Hyderabad
1034 1035 2013 Clinton McKay Bowler 1,00,000 Sunrisers Hyderabad
1035 1036 2013 Nathan McCullum Bowler 1,00,000 Sunrisers Hyderabad
1036 1037 2013 Quinton De Kock Wicket Keeper 20,000 Sunrisers Hyderabad

1037 rows × 6 columns

In [44]:
## describes the dataset in statistical way
dpm.describe()
Out[44]:
Unnamed:0 Season
count 1037.000000 1037.000000
mean 519.000000 2018.834137
std 299.500417 3.377113
min 1.000000 2013.000000
25% 260.000000 2016.000000
50% 519.000000 2019.000000
75% 778.000000 2022.000000
max 1037.000000 2024.000000
In [45]:
#### information of the data set to check any anomaly in the dataset
dpm.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1037 entries, 0 to 1036
Data columns (total 6 columns):
 #   Column       Non-Null Count  Dtype 
---  ------       --------------  ----- 
 0   Unnamed:0    1037 non-null   int64 
 1   Season       1037 non-null   int64 
 2   Name         1037 non-null   object
 3   Nationality  1037 non-null   object
 4   Price        1036 non-null   object
 5   Team         1037 non-null   object
dtypes: int64(2), object(4)
memory usage: 48.7+ KB
In [46]:
#### checking the shape of the data set
dpm.shape
Out[46]:
(1037, 6)
In [47]:
#### checking the data type of the columns in the dataset
dpm.dtypes
Out[47]:
Unnamed:0       int64
Season          int64
Name           object
Nationality    object
Price          object
Team           object
dtype: object
In [48]:
dpm.shape[0]
Out[48]:
1037
In [49]:
dpm.head()
Out[49]:
Unnamed:0 Season Name Nationality Price Team
0 1 2024 Avanish Rao Aravelly Wicket-Keeper 20,00,000 Chennai Super Kings
1 2 2024 Mustafizur Rahman Bowler 2,00,00,000 Chennai Super Kings
2 3 2024 Daryl Mitchell All-Rounder 14,00,00,000 Chennai Super Kings
3 4 2024 Sameer Rizvi Batter 8,40,00,000 Chennai Super Kings
4 5 2024 Rachin Ravindra All-Rounder 1,80,00,000 Chennai Super Kings
In [50]:
dpm.head(10)
Out[50]:
Unnamed:0 Season Name Nationality Price Team
0 1 2024 Avanish Rao Aravelly Wicket-Keeper 20,00,000 Chennai Super Kings
1 2 2024 Mustafizur Rahman Bowler 2,00,00,000 Chennai Super Kings
2 3 2024 Daryl Mitchell All-Rounder 14,00,00,000 Chennai Super Kings
3 4 2024 Sameer Rizvi Batter 8,40,00,000 Chennai Super Kings
4 5 2024 Rachin Ravindra All-Rounder 1,80,00,000 Chennai Super Kings
5 6 2024 Shardul Thakur All-Rounder 4,00,00,000 Chennai Super Kings
6 7 2024 Ricky Bhui Wicket-Keeper 20,00,000 Delhi Capitals
7 8 2024 Sumit Kumar All-Rounder 1,00,00,000 Delhi Capitals
8 9 2024 Swastik Chhikara Batter 20,00,000 Delhi Capitals
9 10 2024 Jhye Richardson Bowler 5,00,00,000 Delhi Capitals
In [51]:
dpm.tail(23)
Out[51]:
Unnamed:0 Season Name Nationality Price Team
1014 1015 2013 Ricky Ponting Batsman 4,00,000 Mumbai Indians
1015 1016 2013 Philip Hughes Batsman 1,00,000 Mumbai Indians
1016 1017 2013 Jacob Oram All-Rounder 50,000 Mumbai Indians
1017 1018 2013 Ajantha Mendis Bowler 7,25,000 Pune Warriors India
1018 1019 2013 Kane Richardson Bowler 7,00,000 Pune Warriors India
1019 1020 2013 Abhishek Nayar All-Rounder 6,75,000 Pune Warriors India
1020 1021 2013 Michael Clarke Batsman 4,00,000 Pune Warriors India
1021 1022 2013 James Faulkner All-Rounder 4,00,000 Rajasthan Royals
1022 1023 2013 Fidel Edwards Bowler 2,10,000 Rajasthan Royals
1023 1024 2013 Kusal Janith Perera Wicket Keeper 20,000 Rajasthan Royals
1024 1025 2013 Jaydev Unadkat Bowler 5,25,000 Royal Challengers Bangalore
1025 1026 2013 Rudra Pratap Singh Bowler 4,00,000 Royal Challengers Bangalore
1026 1027 2013 Moises Henriques All-Rounder 3,00,000 Royal Challengers Bangalore
1027 1028 2013 Ravi Rampaul Bowler 2,90,000 Royal Challengers Bangalore
1028 1029 2013 Pankaj Singh Bowler 1,50,000 Royal Challengers Bangalore
1029 1030 2013 Daniel Christian All-Rounder 1,00,000 Royal Challengers Bangalore
1030 1031 2013 Christopher Barnwell All-Rounder 50,000 Royal Challengers Bangalore
1031 1032 2013 Thisara Perera All-Rounder 6,75,000 Sunrisers Hyderabad
1032 1033 2013 Darren Sammy All-Rounder 4,25,000 Sunrisers Hyderabad
1033 1034 2013 Sudeep Tyagi Bowler 1,00,000 Sunrisers Hyderabad
1034 1035 2013 Clinton McKay Bowler 1,00,000 Sunrisers Hyderabad
1035 1036 2013 Nathan McCullum Bowler 1,00,000 Sunrisers Hyderabad
1036 1037 2013 Quinton De Kock Wicket Keeper 20,000 Sunrisers Hyderabad
In [52]:
##### displays the name of the columns of the dataset
dpm.columns
Out[52]:
Index(['Unnamed:0', 'Season', 'Name', 'Nationality', 'Price', 'Team'], dtype='object')
In [53]:
### displays the unique seasons of the dataset
dpm['Season'].unique()
Out[53]:
array([2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017, 2016, 2015, 2014,
       2013], dtype=int64)
In [54]:
dpm['Name'].unique()
Out[54]:
array(['Avanish Rao Aravelly ', 'Mustafizur Rahman ', 'Daryl Mitchell ',
       'Sameer Rizvi ', 'Rachin Ravindra ', 'Shardul Thakur ',
       'Ricky Bhui ', 'Sumit Kumar ', 'Swastik Chhikara ',
       'Jhye Richardson ', 'Shai Hope ', 'Rasikh Dar ', 'Kumar Kushagra ',
       'Tristan Stubbs ', 'Harry Brook ', 'Kartik Tyagi ',
       'Spencer Johnson ', 'Manav Suthar ', 'Robin Minz ',
       'Sushant Mishra ', 'Azmatullah Omarzai ', 'Shahrukh Khan ',
       'Umesh Yadav ', 'Mujeeb Rahman ', 'Manish Pandey ',
       'Gus Atkinson ', 'Angkrish Raghuvanshi ', 'Mitchell  Starc ',
       'Sherfane Rutherford ', 'Ramandeep  Singh ', 'K.S. Bharat ',
       'Chetan Sakariya ', 'Sakib Hussain ', 'Ashton Turner ',
       'David Willey  ', 'M. Siddharth ', 'Shivam  Mavi ',
       'Arshin Kulkarni ', 'Mohd. Arshad Khan ', 'Dilshan Madushanka ',
       'Shreyas Gopal ', 'Shivalik Sharma ', 'Anshul Kamboj ',
       'Mohammad Nabi ', 'Naman Dhir ', 'Nuwan Thushara ',
       'Gerald Coetzee ', 'Chris Woakes  ', 'Tanay Thyagarajann ',
       'Vishwanath Pratap Singh ', 'Ashutosh Sharma ', 'Shashank  Singh ',
       'Rilee Rossouw ', 'Prince Choudhary ', 'Harshal Patel ',
       'Shubham Dubey ', 'Rovman Powell ', 'Abid Mushtaq ',
       'Nandre Burger ', 'Tom Kohler-Cadmore ', 'Lockie Ferguson ',
       'Tom Curran ', 'Saurav Chuahan ', 'Alzarri Joseph ',
       'Swapnil Singh ', 'Yash  Dayal ', 'Jhathavedh Subramanyan ',
       'Akash Singh ', 'Jaydev Unadkat ', 'Wanindu Hasaranga ',
       'Pat Cummins ', 'Travis Head ', 'Ajinkya Rahane ',
       'Bhagath Varma ', 'Kyle Jamieson ', 'Ajay Mandal ',
       'Nishant Sindhu ', 'Shaik Rasheed ', 'Ben Stokes ', 'Phil Salt ',
       'Ishant Sharma ', 'Mukesh Kumar ', 'Shivam Mavi ', 'Urvil Patel ',
       'Mohit Sharma ', 'Joshua Little ', 'Kane Williamson ',
       'Odean Smith ', 'Kulwant Khejroliya ', 'Shakib Al Hasan ',
       'Vaibhav Arora ', 'N. Jagadeesan ', 'David Wiese ',
       'Mandeep Singh ', 'Litton Das ', 'Suyash Sharma ', 'Amit Mishra ',
       'Nicholas Pooran ', 'Romario Shepherd ', 'Daniel Sams ',
       'Yudhvir Charak ', 'Prerak Mankad ', 'Yash Thakur ',
       'Naveen Ul Haq ', 'Nehal Wadhera ', 'Raghav Goyal ',
       'Cameron Green ', 'Vishnu Vinod ', 'Duan Jansen ',
       'Piyush Chawla ', 'Shams Mulani ', 'Harpreet Bhatia ',
       'Shivam Singh ', 'Vidwath Kaverappa ', 'Mohit Rathee ',
       'Sam Curran ', 'Sikandar Raza ', 'Jason Holder ', 'Adam Zampa ',
       'Abdul P A ', 'Akash Vashisht ', 'Donovan Ferreira ',
       'Kunal Rathore ', 'Joe Root ', 'Murugan Ashwin ', 'K.M. Asif ',
       'Sonu Yadav ', 'Himanshu Sharma ', 'Avinash Singh ',
       'Manoj Bhandage ', 'Will Jacks ', 'Reece Topley ', 'Rajan Kumar ',
       'Sanvir Singh ', 'Heinrich Klaasen ', 'Akeal Hosein ',
       'Mayank Markande ', 'Adil Rashid ', 'Anmolpreet Singh ',
       'Vivrant Sharma ', 'Samarth Vyas ', 'Upendra Singh Yadav ',
       'Nitish Kumar Reddy ', 'Mayank Agarwal ', 'Mayank Dagar ',
       'Robin Uthappa ', 'Dwayne Bravo ', 'Ambati Rayudu ',
       'Deepak Chahar ', 'C.Hari Nishaanth ', 'Tushar Deshpande ',
       'Shivam Dube ', 'Chris Jordan ', 'Maheesh Theekshana ',
       'Rajvardhan Hangargekar ', 'Simarjeet Singh ', 'Devon Conway ',
       'Dwaine Pretorius ', 'Mitchell Santner ', 'Adam Milne ',
       'Subhranshu Senapati ', 'Mukesh Choudhary ', 'Prashant Solanki ',
       'K.Bhagath Varma ', 'David Warner ', 'Mitchell Marsh ',
       'Kuldeep Yadav ', 'Ashwin Hebbar ', 'Sarfaraz Khan ',
       'Kamlesh Nagarkoti ', 'Syed Khaleel Ahmed ', 'Lungisani Ngidi ',
       'Yash Dhull ', 'Vicky Ostwal ', 'Ripal Patel ', 'Lalit Yadav ',
       'Tim Seifert ', 'Pravin Dubey ', 'Mohammad Shami ',
       'David Miller ', 'Jason Roy  ', 'Wriddhiman  Saha ',
       'Matthew Wade ', 'Abhinav Sadarangani ', 'Rahul Tewatia ',
       'Noor  Ahmad ', 'R. Sai Kishore ', 'Dominic Drakes ',
       'Vijay Shankar ', 'Jayant Yadav ', 'Darshan Nalkande ',
       'B. Sai Sudharsan ', 'Gurkeerat Singh ', 'Varun Aaron ',
       'Pradeep Sangwan ', 'Shreyas Iyer ', 'Mohammad  Nabi ',
       'Nitish Rana ', 'Sam Billings  ', 'Sheldon Jackson ',
       'Rinku Singh ', 'Anukul Roy ', 'Alex Hales  ', 'Tim Southee ',
       'Baba Indrajith ', 'Chamika Karunaratne ', 'Abhijeet Tomar ',
       'Aman Khan ', 'Ramesh Kumar ', 'Pratham Singh ', 'Ashok Sharma ',
       'Quinton De Kock ', 'Krunal Pandya ', 'Mark Wood ', 'Avesh Khan ',
       'Ankit Singh Rajpoot ', 'K. Gowtham ', 'Dushmanta Chameera ',
       'Shahbaz Nadeem ', 'Manan Vohra ', 'Evin Lewis ', 'Mohsin Khan ',
       'Mayank Yadav ', 'Ayush Badoni ', 'Kyle Mayers ', 'Karan Sharma ',
       'Deepak Hooda ', 'Ishan Kishan ', 'Dewald Brevis ',
       'Basil Thampi ', 'N. Tilak Varma ', 'Sanjay Yadav ',
       'Jofra Archer ', 'Tymal Mills ', 'Tim David ', 'Aryan Juyal ',
       'Fabian Allen ', 'Riley Meredith ', 'Rahul Buddhi ',
       'Hrithik Shokeen ', 'Arjun  Tendulkar ', 'Shikhar Dhawan ',
       'Kagiso Rabada ', 'Jonny Bairstow  ', 'Rahul Chahar ',
       'Harpreet  Brar ', 'Jitesh Sharma ', 'Prabhsimran Singh ',
       'Ishan Porel ', 'Liam Livingstone ', 'Sandeep Sharma ',
       'Raj Angad Bawa ', 'Rishi Dhawan ', 'Nathan Ellis ',
       'Atharva Taide ', 'Bhanuka Rajapaksa ', 'Benny Howell ',
       'Writtick Chatterjee ', 'Baltej Dhanda ', 'Ansh Patel ',
       'R. Ashwin ', 'Trent Boult ', 'Shimron Hetmyer ',
       'Devdutt Padikkal ', 'Prasidh Krishna ', 'Yuzvendra Chahal ',
       'Riyan Parag ', 'K.C Cariappa ', 'James Neesham ',
       'Nathan Coulter-Nile ', 'Navdeep Saini ', 'Kuldeep  Sen ',
       'Karun Nair ', 'Rassie Van Der Dussen ', 'Obed Mccoy ',
       'Dhruv Jurel ', 'Tejas Baroka ', 'Kuldip Yadav ',
       'Shubham Garhwal ', 'Anunay Singh ', 'Faf Du Plessis ',
       'Dinesh  Karthik ', 'Josh Hazlewood  ', 'Shahbaz Ahamad ',
       'Anuj Rawat ', 'Akash  Deep  ', 'Karn Sharma ', 'Mahipal Lomror ',
       'Finn Allen ', 'Jason Behrendorff ', 'Siddharth  Kaul ',
       'Suyash Prabhudessai ', 'Luvnith Sisodia ', 'Chama Milind ',
       'Aneeshwar Gautam ', 'Washington Sundar ', 'Bhuvneshwar Kumar ',
       'T. Natarajan ', 'Priyam  Garg ', 'Rahul Tripathi ',
       'Abhishek Sharma ', 'Jagadeesha Suchith ', 'Aiden Markram ',
       'Marco Jansen ', 'Glenn Phillips ', 'Fazalhaq Farooqi ',
       'Sean Abbott ', 'R Samarth ', 'Shashank Singh ', 'Saurabh Dubey ',
       'Steven Smith ', 'Sam Billings ', 'Lukman Hussain Meriwala ',
       'M Siddharth ', 'Harbhajan Singh ', 'Ben Cutting ', 'Pawan Negi ',
       'Venkatesh Iyer ', 'Arjun Tendulkar ', 'Moises Henriques ',
       'Dawid Malan ', 'Jalaj Saxena ', 'Saurabh Kumar ',
       'Utkarsh Singh ', 'Christopher Morris ', 'Glenn Maxwell ',
       'Dan Christian ', 'Sachin Baby ', 'Rajat Patidar ',
       'Mohammed Azharudeen ', 'Suyash Prabhudesai ',
       'Kona Srikar Bharat ', 'Kedar Jadhav ', 'Mujeeb Zadran ',
       'J Suchith ', 'Shimron Hetmyer', 'Marcus Stoinis', 'Alex Carey',
       'Jason Roy', 'Chris Woakes', 'Mohit Sharma', 'Tushar Deshpande',
       'Lalit Yadav', 'Glenn Maxwell', 'Sheldon Cottrell', 'Chris Jordan',
       'Ravi Bishnoi', 'Prabhsimran Singh', 'Deepak Hooda',
       'James Neesham', 'Tajinder Dhillon', 'Ishan Porel', 'Pat Cummins',
       'Eoin Morgan', 'Varun Chakaravarthy', 'Tom Banton',
       'Rahul Tripathi', 'Chris Green', 'Nikhil Shankar Naik',
       'Pravin Tambe', 'M Siddharth', 'Nathan Coulter-Nile', 'Chris Lynn',
       'Saurabh Tiwary', 'Digvijay Deshmukh', 'Prince Balwant Rai Singh',
       'Mohsin Khan', 'Robin Uthappa', 'Jaydev Unadkat',
       'Yashasvi Jaiswal', 'Kartik Tyagi', 'Tom Curran', 'Andrew Tye',
       'Anuj Rawat', 'David Miller', 'Oshane Thomas ',
       'Anirudha Ashok Joshi', 'Akash Singh', 'Christopher Morris',
       'Aaron Finch', 'Kane Richardson', 'Dale Steyn', 'Isuru Udana',
       'Shahbaz Ahamad', 'Joshua Philippe', 'Pavan Deshpande',
       'Mitchell Marsh', 'Priyam Garg', 'Virat Singh', 'Fabian Allen',
       'Sandeep Bavanaka', 'Sanjay Yadav', 'Abdul Samad', 'Colin Ingram',
       'Axar Rajesh Patel', 'Hanuma Vihari', 'Sherfane Rutherford',
       'Ishant Sharma', 'Keemo Paul', 'Jalaj Saxena', 'Ankush Bains',
       'Nathu Singh', 'Bandaru Ayyappa', 'Sam Curran', 'Mohammad Shami',
       'Nicolas Pooran', 'Moises Henriques', 'Hardus Viljoen',
       'Darshan Nalkande', 'Sarfaraz Naushad Khan', 'Arshdeep Singh ',
       'Agnivesh Ayachi', 'Harpreet Brar', 'M. Ashwin',
       'Carlos Brathwaite', 'Joe Denly ', 'Harry Gurney',
       'Shrikant Mundhe', 'Prithvi Raj Yarra', 'Anrich Nortje',
       'Barinder Singh Sran', 'Lasith Malinga', 'Yuvraj Singh',
       'Anmolpreet Singh', 'Pankaj Jaswal', 'Rasikh Dar', 'Varun Aaron',
       'Ashton Turner', 'Liam Livingstone', 'Shashank Singh',
       'Riyan Parag', 'Manan Vohra', 'Shubham Ranjane', 'Shivam Dube',
       'Akshdeep Nath', 'Prayas Ray Barman', 'Himmat Singh',
       'Gurkeerat Singh Mann', 'Heinrich Klaasen', 'Devdutt Padikkal',
       'Milind Kumar', 'Jonny Bairstow ', 'Wriddhiman Saha',
       'Martin Guptill', 'Kagiso Rabada', 'Amit Mishra', 'Shahbaz Nadeem',
       'Vijay Shankar', 'Rahul Tewatia', 'Gautam Gambhir', 'Trent Boult',
       'Colin Munro', 'Daniel Christian', 'Naman Ojha', 'Prithvi Shaw',
       'Avesh Khan', 'Abhishek Sharma', 'Jayant Yadav', 'Harshal Patel',
       'Manjot Kalra', 'Sandeep Lamichhane', 'Sayan Ghosh', 'KL Rahul',
       'Ravichandran Ashwin', 'Karun Nair', 'Mujeeb Zadran',
       'Ankit Singh Rajpoot', 'Christopher Gayle', 'Ben Dwarshuis',
       'Manoj Tiwary', 'Mayank Agarwal', 'Manzoor Dar', 'Pardeep Sahu',
       'Mayank Dagar', 'Mitchell Starc', 'Dinesh Karthik',
       'Kuldeep Singh Yadav', 'Piyush Chawla', 'Nitish Rana',
       'Kamlesh Nagarkoti', 'Shivam Mavi', 'Mitchell Johnson',
       'Shubman Gill', 'Ranganath Vinay Kumar', 'Rinku Singh',
       'Cameron Delport', 'Javon Searless', 'Apoorv Vijay Wankhade',
       'Ishank Jaggi', 'Krunal Pandya', 'Ishan Kishan', 'Kieron Pollard',
       'Evin Lewis', 'Suryakumar Yadav', 'Ben Cutting',
       'Mustafizur Rahman', 'Rahul Chahar', 'Pradeep Sangwan',
       'Jason Behrendorff', 'Jean-Paul Duminy', 'Akila Dhananjaya',
       'Nidheesh M D Dinesan', 'Aditya Tare', 'Siddhesh Dinesh Lad',
       'Mayank Markande', 'Sharad Lumba ', 'Anukul Roy',
       'Benjamin Stokes', 'Sanju Samson', 'Jofra Archer',
       'Krishnappa Gowtham', 'Jos Buttler', 'Ajinkya Rahane',
       'Darcy Short', 'Dhawal Kulkarni', 'Zahir Khan Pakteen',
       'Ben Laughlin', 'Stuart Binny', 'Dushmantha Chameera',
       'Anureet Singh', 'Aryaman Vikram Birla', 'Midhun S',
       'Shreyas Gopal', 'Prashant Chopra', 'Jatin Saxena', 'Ankit Sharma',
       'Mahipal Lomror', 'Yuzvendra Singh Chahal', 'Umesh Yadav',
       'Brendon McCullum', 'M.S. Washington Sundar', 'Navdeep Saini',
       'Quinton De Kock', 'Mohammed Siraj', 'Colin De Grandhomme',
       'Parthiv Patel', 'Moeen Ali', 'Mandeep Singh', 'Pawan Negi',
       'Tim Southee', 'Kulwant Khejroliya', 'Aniket Choudhary',
       'Manish Pandey', 'Rashid Khan Arman', 'Shikhar Dhawan',
       'Siddarth Kaul', 'Syed Khaleel Ahmed', 'Sandeep Sharma',
       'Kane Williamson', 'Shakib Al Hasan', 'Yusuf Pathan',
       'Shreevats Goswami', 'Mohammad Nabi', 'Basil Thampi',
       'Billy Stanlake', 'T Natarajan', 'Sachin Baby', 'Bipul Sharma',
       'Syed Mehdi Hasan', 'Ricky Bhui', 'Tanmay Agarwal',
       'Manpreet Gony', 'Munaf Patel', 'Shubam Agrawal',
       'Tejas Singh Baroka', 'Chirag Suri', 'Pratham Singh',
       'Shelley Shaurya', 'Matt Henry', 'Darren Sammy', 'Rishi Dhawan',
       'Darren Bravo', 'Rovman Powell', 'R. Sanjay Yadav', 'Karn Sharma',
       'Asela Gunarathna', 'Saurabh Kumar', 'Milind Tandon',
       'Rahul Ajay Tripathi', 'Tymal Mills', 'Praveen Dubey',
       'Eklavya Dwivedi', 'Praveen Kumar', 'Dwayne Smith', 'Jaydev Shah',
       'Shadab Jakati', 'Shivil Kaushik', 'Sarabjit Ladda',
       'Umang Sharma', 'Paras Dogra', 'Kyle Abbott', 'K.C. Cariappa',
       'Farhaan Behardien', 'Armaan Jaffer', 'Swapnil Singh',
       'John Hastings', 'Jason Holder', 'Rajagopal Sathish',
       'Manan Ajay Sharma', 'Kishore Pramod Kamath', 'Deepak Punia',
       'Jitesh Sharma', 'Kevin Pietersen', 'Irfan Pathan',
       'Thisara Perera', 'Rajat Bhatia', 'Ashok Dinda', 'Scott Boland',
       'Peter Handscomb', 'Rudra Pratap Singh', 'Adam Zampa',
       'Ishwar Chandra Pandey', 'Deepak Chahar', 'Jaskaran Singh',
       'Baba Aparajith', 'Shane Watson', 'Samuel Badree', 'Travis Head',
       'Vikramjeet Malik', 'Akshay Karnewar', 'Iqbal Abdullah',
       'Vikas Tokas', 'Ashish Nehra', 'Abhimanyu Mithun',
       'Tirumalasetti Suman', 'Angelo Mathews', 'Zaheer Khan',
       'Shreyas Iyer', 'Gurinder Sandhu', 'Domnic Joseph Muthuswamy',
       'Albie Morkel', 'C.M. Gautam', 'Kona Srikar Bharat', 'K.K. Jiyaz',
       'Murali Vijay', 'Yogesh Gowalkar', 'Brad Hogg', 'Aditya Garhwal',
       'Sheldon Jackson', 'Sumit Narwal', 'Vaibhav Rawal', 'Pragyan Ojha',
       'Mitchell McClenaghan', 'Aiden Blizzard', 'Hardik Pandya',
       'Akshay Wakhare', 'J. Suchitch', 'Juan Theron',
       'Barinder Singh Saran', 'Dinesh Salunkhe', 'Sagar Trivedi',
       'David Wiese', 'Sean Abbott', 'Adam Milne',
       'Subramaniam Badrinath', 'Shishir Bhavane', 'Ravi Bopara',
       'Laxmi Ratan Shukla', 'Prasanth Padmanabhan', 'Ross Taylor',
       'Kedar Jadhav', 'Rahul Sharma', 'Wayne Parnell', 'Rahul Shukla',
       'HS Sharath', 'George Bailey', 'Virender Sehwag', 'Shaun Marsh',
       'Cheteshwar Pujara', 'Beuran Hendricks', 'Lakshmipathy Balaji',
       'Gurkirat Singh Mann', 'Murali Kartik', 'Mandeep Hardev Singh',
       'Akshar Rajesh Patel', 'Parvinder Awana',
       'Shardul Narendra Thakur', 'Shivam Sharma', 'Karanveer Singh',
       'Jacques Kallis', 'Morne Morkel', 'Patrick Cummins',
       'Ryan Ten Doeschate', 'Andre Russell', 'Manvinder Bisla',
       'Veer Pratap Singh', 'Debabrata Das', 'Sayan Sekhar Mandal',
       'Michael Hussey', 'Corey Anderson', 'Jasprit Bumrah',
       'Josh Hazlewood', 'Marchant De Lange', 'Krismar Santokie',
       'Ben Dunk', 'Pawan Suyal', 'Sushant Marathe', 'Steven Smith',
       'Brad Hodge', 'Abhishek Nayar', 'Unmukt Chand', 'Dishant Yagnik',
       'Kevon Cooper', 'Ankit Nagendra Sharma', 'Muttiah Muralitharan',
       'Ravi Rampaul', 'Nic Maddinson', 'Vijay Zol', 'Abu Nechim Ahmed',
       'Sachin Rana', 'Sandeep Warrier', 'Tanmay Mishra',
       'Yogesh Takawale', 'David Warner', 'Bhuvneshwar Kumar',
       'Parveez Rasool', 'Venugopal Rao', 'Brendan Taylor',
       'Prasanth Parameswaran', 'Amit Paunikar', 'Ashish Reddy',
       'Srikkanth Anirudha', 'Chama Milind', 'Manprit Juneja',
       'Johan Botha', 'Jesse Ryder', 'Jeevan Mendis', 'Luke Pomersbach',
       'Sachithra Senanayaka', 'Ryan McLaren', 'Ricky Ponting',
       'Philip Hughes', 'Jacob Oram', 'Ajantha Mendis', 'Michael Clarke',
       'James Faulkner', 'Fidel Edwards', 'Kusal Janith Perera',
       'Pankaj Singh', 'Christopher Barnwell', 'Sudeep Tyagi',
       'Clinton McKay', 'Nathan McCullum'], dtype=object)
In [55]:
dpm['Price'].unique()
Out[55]:
array(['20,00,000', '2,00,00,000', '14,00,00,000', '8,40,00,000',
       '1,80,00,000', '4,00,00,000', '1,00,00,000', '5,00,00,000',
       '75,00,000', '7,20,00,000', '50,00,000', '60,00,000',
       '10,00,00,000', '3,60,00,000', '2,20,00,000', '7,40,00,000',
       '5,80,00,000', '24,75,00,000', '1,50,00,000', '2,40,00,000',
       '6,40,00,000', '4,60,00,000', '4,80,00,000', '4,20,00,000',
       '8,00,00,000', '11,75,00,000', '40,00,000', '11,50,00,000',
       '1,60,00,000', '20,50,00,000', '6,80,00,000', '16,25,00,000',
       '5,50,00,000', '6,00,00,000', '1,20,00,000', '4,40,00,000',
       '90,00,000', '16,00,00,000', '45,00,000', '17,50,00,000',
       '18,50,00,000', '5,75,00,000', '30,00,000', '3,20,00,000',
       '1,90,00,000', '70,00,000', '13,25,00,000', '5,25,00,000',
       '2,60,00,000', '25,00,000', '8,25,00,000', '6,75,00,000',
       '6,25,00,000', '6,50,00,000', '10,75,00,000', '1,10,00,000',
       '65,00,000', '2,80,00,000', '3,00,00,000', '9,00,00,000',
       '1,40,00,000', '1,70,00,000', '7,25,00,000', '12,25,00,000',
       '55,00,000', '7,50,00,000', '8,75,00,000', '15,25,00,000',
       '1,30,00,000', '9,25,00,000', '3,80,00,000', '8,50,00,000',
       '7,75,00,000', '7,00,00,000', '3,40,00,000', '95,00,000',
       '80,00,000', nan, '15,00,00,000', '14,25,00,000', '15,50,00,000',
       '11,00,00,000', '7,60,00,000', '6,20,00,000', '5,60,00,000',
       '9,60,00,000', '9,40,00,000', '8,80,00,000', '5,40,00,000',
       '12,50,00,000', '85,00,000', '5,20,00,000', '10,00,000',
       '3,50,00,000', '14,50,00,000', '12,00,00,000', '2,30,00,000',
       '35,00,000', '2,10,00,000', '2,50,00,000', '4,50,00,000',
       '9,50,00,000', '15,00,000', '10,50,00,000', '4,25,00,000',
       '3,25,00,000', '4,75,00,000', '3,75,00,000', '4,50,000',
       '2,60,000', '50,000', '5,00,000', '3,00,000', '6,25,000',
       '4,00,000', '1,00,000', '7,25,000', '7,00,000', '6,75,000',
       '2,10,000', '20,000', '5,25,000', '2,90,000', '1,50,000',
       '4,25,000'], dtype=object)
In [56]:
df1
Out[56]:
Unnamed:0 Season Name Nationality Price Team
0 1 2024 Avanish Rao Aravelly Wicket-Keeper 20,00,000 Chennai Super Kings
1 2 2024 Mustafizur Rahman Bowler 2,00,00,000 Chennai Super Kings
2 3 2024 Daryl Mitchell All-Rounder 14,00,00,000 Chennai Super Kings
3 4 2024 Sameer Rizvi Batter 8,40,00,000 Chennai Super Kings
4 5 2024 Rachin Ravindra All-Rounder 1,80,00,000 Chennai Super Kings
... ... ... ... ... ... ...
1032 1033 2013 Darren Sammy All-Rounder 4,25,000 Sunrisers Hyderabad
1033 1034 2013 Sudeep Tyagi Bowler 1,00,000 Sunrisers Hyderabad
1034 1035 2013 Clinton McKay Bowler 1,00,000 Sunrisers Hyderabad
1035 1036 2013 Nathan McCullum Bowler 1,00,000 Sunrisers Hyderabad
1036 1037 2013 Quinton De Kock Wicket Keeper 20,000 Sunrisers Hyderabad

1037 rows × 6 columns

In [57]:
###The code removes commas from all values in the DataFrame df1.
df1 = df1.replace(',','', regex=True)
In [58]:
####The code selects object columns from a DataFrame, converts them to numeric, and handles non-numeric values by converting them to NaN.
c = df.select_dtypes(object).columns
df[c] = df[c].apply(pd.to_numeric,errors='coerce')
In [59]:
df1
Out[59]:
Unnamed:0 Season Name Nationality Price Team
0 1 2024 Avanish Rao Aravelly Wicket-Keeper 2000000 Chennai Super Kings
1 2 2024 Mustafizur Rahman Bowler 20000000 Chennai Super Kings
2 3 2024 Daryl Mitchell All-Rounder 140000000 Chennai Super Kings
3 4 2024 Sameer Rizvi Batter 84000000 Chennai Super Kings
4 5 2024 Rachin Ravindra All-Rounder 18000000 Chennai Super Kings
... ... ... ... ... ... ...
1032 1033 2013 Darren Sammy All-Rounder 425000 Sunrisers Hyderabad
1033 1034 2013 Sudeep Tyagi Bowler 100000 Sunrisers Hyderabad
1034 1035 2013 Clinton McKay Bowler 100000 Sunrisers Hyderabad
1035 1036 2013 Nathan McCullum Bowler 100000 Sunrisers Hyderabad
1036 1037 2013 Quinton De Kock Wicket Keeper 20000 Sunrisers Hyderabad

1037 rows × 6 columns

In [60]:
dpm.dtypes
Out[60]:
Unnamed:0       int64
Season          int64
Name           object
Nationality    object
Price          object
Team           object
dtype: object
In [61]:
# Convert the column to float data type
df1['Price'] = df1['Price'].astype(float)
In [62]:
df1
Out[62]:
Unnamed:0 Season Name Nationality Price Team
0 1 2024 Avanish Rao Aravelly Wicket-Keeper 2000000.0 Chennai Super Kings
1 2 2024 Mustafizur Rahman Bowler 20000000.0 Chennai Super Kings
2 3 2024 Daryl Mitchell All-Rounder 140000000.0 Chennai Super Kings
3 4 2024 Sameer Rizvi Batter 84000000.0 Chennai Super Kings
4 5 2024 Rachin Ravindra All-Rounder 18000000.0 Chennai Super Kings
... ... ... ... ... ... ...
1032 1033 2013 Darren Sammy All-Rounder 425000.0 Sunrisers Hyderabad
1033 1034 2013 Sudeep Tyagi Bowler 100000.0 Sunrisers Hyderabad
1034 1035 2013 Clinton McKay Bowler 100000.0 Sunrisers Hyderabad
1035 1036 2013 Nathan McCullum Bowler 100000.0 Sunrisers Hyderabad
1036 1037 2013 Quinton De Kock Wicket Keeper 20000.0 Sunrisers Hyderabad

1037 rows × 6 columns

In [63]:
#### displays the data type of the columns of the dataframe after preprocessing
df1.dtypes
Out[63]:
Unnamed:0        int64
Season           int64
Name            object
Nationality     object
Price          float64
Team            object
dtype: object
In [64]:
df1
Out[64]:
Unnamed:0 Season Name Nationality Price Team
0 1 2024 Avanish Rao Aravelly Wicket-Keeper 2000000.0 Chennai Super Kings
1 2 2024 Mustafizur Rahman Bowler 20000000.0 Chennai Super Kings
2 3 2024 Daryl Mitchell All-Rounder 140000000.0 Chennai Super Kings
3 4 2024 Sameer Rizvi Batter 84000000.0 Chennai Super Kings
4 5 2024 Rachin Ravindra All-Rounder 18000000.0 Chennai Super Kings
... ... ... ... ... ... ...
1032 1033 2013 Darren Sammy All-Rounder 425000.0 Sunrisers Hyderabad
1033 1034 2013 Sudeep Tyagi Bowler 100000.0 Sunrisers Hyderabad
1034 1035 2013 Clinton McKay Bowler 100000.0 Sunrisers Hyderabad
1035 1036 2013 Nathan McCullum Bowler 100000.0 Sunrisers Hyderabad
1036 1037 2013 Quinton De Kock Wicket Keeper 20000.0 Sunrisers Hyderabad

1037 rows × 6 columns

In [65]:
### renames the unnamed column to SerialNo column and updates the other name of the columns
df1.columns=["SerialNo","Season","Name","Role","Price","Team"]
In [66]:
df1
Out[66]:
SerialNo Season Name Role Price Team
0 1 2024 Avanish Rao Aravelly Wicket-Keeper 2000000.0 Chennai Super Kings
1 2 2024 Mustafizur Rahman Bowler 20000000.0 Chennai Super Kings
2 3 2024 Daryl Mitchell All-Rounder 140000000.0 Chennai Super Kings
3 4 2024 Sameer Rizvi Batter 84000000.0 Chennai Super Kings
4 5 2024 Rachin Ravindra All-Rounder 18000000.0 Chennai Super Kings
... ... ... ... ... ... ...
1032 1033 2013 Darren Sammy All-Rounder 425000.0 Sunrisers Hyderabad
1033 1034 2013 Sudeep Tyagi Bowler 100000.0 Sunrisers Hyderabad
1034 1035 2013 Clinton McKay Bowler 100000.0 Sunrisers Hyderabad
1035 1036 2013 Nathan McCullum Bowler 100000.0 Sunrisers Hyderabad
1036 1037 2013 Quinton De Kock Wicket Keeper 20000.0 Sunrisers Hyderabad

1037 rows × 6 columns

In [67]:
## due to the missing value in row 356 is deleted due to non availability of data
df1=df1.drop([356])
In [68]:
### the serial no 356 is removed and updated
df1[df1["SerialNo"]==356]
Out[68]:
SerialNo Season Name Role Price Team
355 356 2022 Saurabh Dubey Bowler 2000000.0 Sunrisers Hyderabad
In [69]:
### the preprocessed data frame is now saved in a csv file called ipl_preprocessed.csv
df1.to_csv("ipl_preprocessed.csv",index=False)
In [70]:
df1
Out[70]:
SerialNo Season Name Role Price Team
0 1 2024 Avanish Rao Aravelly Wicket-Keeper 2000000.0 Chennai Super Kings
1 2 2024 Mustafizur Rahman Bowler 20000000.0 Chennai Super Kings
2 3 2024 Daryl Mitchell All-Rounder 140000000.0 Chennai Super Kings
3 4 2024 Sameer Rizvi Batter 84000000.0 Chennai Super Kings
4 5 2024 Rachin Ravindra All-Rounder 18000000.0 Chennai Super Kings
... ... ... ... ... ... ...
1032 1033 2013 Darren Sammy All-Rounder 425000.0 Sunrisers Hyderabad
1033 1034 2013 Sudeep Tyagi Bowler 100000.0 Sunrisers Hyderabad
1034 1035 2013 Clinton McKay Bowler 100000.0 Sunrisers Hyderabad
1035 1036 2013 Nathan McCullum Bowler 100000.0 Sunrisers Hyderabad
1036 1037 2013 Quinton De Kock Wicket Keeper 20000.0 Sunrisers Hyderabad

1036 rows × 6 columns

In [ ]:
In [ ]:
In [71]:
                        #################   DESCRIPTIVE ANALYSIS OF PREPROCESSED DATA #############
In [ ]:
                       #############   CODED BY SHOUVIK KAPAT      PRN NO. 24030242064  ############
In [ ]:
In [72]:
import pandas as pd
In [73]:
df1=pd.read_csv("C:/Users/goura/OneDrive/Desktop/Project_leadership/dpdm project/ipl/ipl_preprocessed.csv")
In [74]:
df1
Out[74]:
SerialNo Season Name Role Price Team
0 1 2024 Avanish Rao Aravelly Wicket-Keeper 2000000.0 Chennai Super Kings
1 2 2024 Mustafizur Rahman Bowler 20000000.0 Chennai Super Kings
2 3 2024 Daryl Mitchell All-Rounder 140000000.0 Chennai Super Kings
3 4 2024 Sameer Rizvi Batter 84000000.0 Chennai Super Kings
4 5 2024 Rachin Ravindra All-Rounder 18000000.0 Chennai Super Kings
... ... ... ... ... ... ...
1031 1033 2013 Darren Sammy All-Rounder 425000.0 Sunrisers Hyderabad
1032 1034 2013 Sudeep Tyagi Bowler 100000.0 Sunrisers Hyderabad
1033 1035 2013 Clinton McKay Bowler 100000.0 Sunrisers Hyderabad
1034 1036 2013 Nathan McCullum Bowler 100000.0 Sunrisers Hyderabad
1035 1037 2013 Quinton De Kock Wicket Keeper 20000.0 Sunrisers Hyderabad

1036 rows × 6 columns

In [75]:
### temporary dataframe dpm is created for descriptive data analysis
dpm=df1
In [76]:
dpm
Out[76]:
SerialNo Season Name Role Price Team
0 1 2024 Avanish Rao Aravelly Wicket-Keeper 2000000.0 Chennai Super Kings
1 2 2024 Mustafizur Rahman Bowler 20000000.0 Chennai Super Kings
2 3 2024 Daryl Mitchell All-Rounder 140000000.0 Chennai Super Kings
3 4 2024 Sameer Rizvi Batter 84000000.0 Chennai Super Kings
4 5 2024 Rachin Ravindra All-Rounder 18000000.0 Chennai Super Kings
... ... ... ... ... ... ...
1031 1033 2013 Darren Sammy All-Rounder 425000.0 Sunrisers Hyderabad
1032 1034 2013 Sudeep Tyagi Bowler 100000.0 Sunrisers Hyderabad
1033 1035 2013 Clinton McKay Bowler 100000.0 Sunrisers Hyderabad
1034 1036 2013 Nathan McCullum Bowler 100000.0 Sunrisers Hyderabad
1035 1037 2013 Quinton De Kock Wicket Keeper 20000.0 Sunrisers Hyderabad

1036 rows × 6 columns

In [77]:
### entire data frame is described
dpm.describe()
Out[77]:
SerialNo Season Price
count 1036.000000 1036.000000 1.036000e+03
mean 519.156371 2018.832046 2.122548e+07
std 299.602714 3.378073 3.117931e+07
min 1.000000 2013.000000 2.000000e+04
25% 259.750000 2016.000000 2.000000e+06
50% 519.500000 2019.000000 7.500000e+06
75% 778.250000 2022.000000 2.600000e+07
max 1037.000000 2024.000000 2.475000e+08
In [78]:
### information of the data frame is shown
dpm.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1036 entries, 0 to 1035
Data columns (total 6 columns):
 #   Column    Non-Null Count  Dtype  
---  ------    --------------  -----  
 0   SerialNo  1036 non-null   int64  
 1   Season    1036 non-null   int64  
 2   Name      1036 non-null   object 
 3   Role      1036 non-null   object 
 4   Price     1036 non-null   float64
 5   Team      1036 non-null   object 
dtypes: float64(1), int64(2), object(3)
memory usage: 48.7+ KB
In [79]:
#### shape of the data frame is shown
dpm.shape
Out[79]:
(1036, 6)
In [80]:
### type of the data in the dataframe is shown
dpm.dtypes
Out[80]:
SerialNo      int64
Season        int64
Name         object
Role         object
Price       float64
Team         object
dtype: object
In [81]:
### shape of the dataframe is shown
dpm.shape[0]
Out[81]:
1036
In [82]:
#### top 5 values of the dataframe is shown
dpm.head()
Out[82]:
SerialNo Season Name Role Price Team
0 1 2024 Avanish Rao Aravelly Wicket-Keeper 2000000.0 Chennai Super Kings
1 2 2024 Mustafizur Rahman Bowler 20000000.0 Chennai Super Kings
2 3 2024 Daryl Mitchell All-Rounder 140000000.0 Chennai Super Kings
3 4 2024 Sameer Rizvi Batter 84000000.0 Chennai Super Kings
4 5 2024 Rachin Ravindra All-Rounder 18000000.0 Chennai Super Kings
In [83]:
### the top 17 is now shown
dpm.head(17)
Out[83]:
SerialNo Season Name Role Price Team
0 1 2024 Avanish Rao Aravelly Wicket-Keeper 2000000.0 Chennai Super Kings
1 2 2024 Mustafizur Rahman Bowler 20000000.0 Chennai Super Kings
2 3 2024 Daryl Mitchell All-Rounder 140000000.0 Chennai Super Kings
3 4 2024 Sameer Rizvi Batter 84000000.0 Chennai Super Kings
4 5 2024 Rachin Ravindra All-Rounder 18000000.0 Chennai Super Kings
5 6 2024 Shardul Thakur All-Rounder 40000000.0 Chennai Super Kings
6 7 2024 Ricky Bhui Wicket-Keeper 2000000.0 Delhi Capitals
7 8 2024 Sumit Kumar All-Rounder 10000000.0 Delhi Capitals
8 9 2024 Swastik Chhikara Batter 2000000.0 Delhi Capitals
9 10 2024 Jhye Richardson Bowler 50000000.0 Delhi Capitals
10 11 2024 Shai Hope Wicket-Keeper 7500000.0 Delhi Capitals
11 12 2024 Rasikh Dar Bowler 2000000.0 Delhi Capitals
12 13 2024 Kumar Kushagra Wicket-Keeper 72000000.0 Delhi Capitals
13 14 2024 Tristan Stubbs Wicket-Keeper 5000000.0 Delhi Capitals
14 15 2024 Harry Brook Batter 40000000.0 Delhi Capitals
15 16 2024 Kartik Tyagi Bowler 6000000.0 Gujarat Titans
16 17 2024 Spencer Johnson Bowler 100000000.0 Gujarat Titans
In [84]:
#### the bottom 17 is now shown
dpm.tail(23)
Out[84]:
SerialNo Season Name Role Price Team
1013 1015 2013 Ricky Ponting Batsman 400000.0 Mumbai Indians
1014 1016 2013 Philip Hughes Batsman 100000.0 Mumbai Indians
1015 1017 2013 Jacob Oram All-Rounder 50000.0 Mumbai Indians
1016 1018 2013 Ajantha Mendis Bowler 725000.0 Pune Warriors India
1017 1019 2013 Kane Richardson Bowler 700000.0 Pune Warriors India
1018 1020 2013 Abhishek Nayar All-Rounder 675000.0 Pune Warriors India
1019 1021 2013 Michael Clarke Batsman 400000.0 Pune Warriors India
1020 1022 2013 James Faulkner All-Rounder 400000.0 Rajasthan Royals
1021 1023 2013 Fidel Edwards Bowler 210000.0 Rajasthan Royals
1022 1024 2013 Kusal Janith Perera Wicket Keeper 20000.0 Rajasthan Royals
1023 1025 2013 Jaydev Unadkat Bowler 525000.0 Royal Challengers Bangalore
1024 1026 2013 Rudra Pratap Singh Bowler 400000.0 Royal Challengers Bangalore
1025 1027 2013 Moises Henriques All-Rounder 300000.0 Royal Challengers Bangalore
1026 1028 2013 Ravi Rampaul Bowler 290000.0 Royal Challengers Bangalore
1027 1029 2013 Pankaj Singh Bowler 150000.0 Royal Challengers Bangalore
1028 1030 2013 Daniel Christian All-Rounder 100000.0 Royal Challengers Bangalore
1029 1031 2013 Christopher Barnwell All-Rounder 50000.0 Royal Challengers Bangalore
1030 1032 2013 Thisara Perera All-Rounder 675000.0 Sunrisers Hyderabad
1031 1033 2013 Darren Sammy All-Rounder 425000.0 Sunrisers Hyderabad
1032 1034 2013 Sudeep Tyagi Bowler 100000.0 Sunrisers Hyderabad
1033 1035 2013 Clinton McKay Bowler 100000.0 Sunrisers Hyderabad
1034 1036 2013 Nathan McCullum Bowler 100000.0 Sunrisers Hyderabad
1035 1037 2013 Quinton De Kock Wicket Keeper 20000.0 Sunrisers Hyderabad
In [85]:
### column names are displayed
dpm.columns
Out[85]:
Index(['SerialNo', 'Season', 'Name', 'Role', 'Price', 'Team'], dtype='object')
In [86]:
#### unique season names are shown
dpm['Season'].unique()
Out[86]:
array([2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017, 2016, 2015, 2014,
       2013], dtype=int64)
In [87]:
### unique names of players are also displayed
dpm['Name'].unique()
Out[87]:
array(['Avanish Rao Aravelly ', 'Mustafizur Rahman ', 'Daryl Mitchell ',
       'Sameer Rizvi ', 'Rachin Ravindra ', 'Shardul Thakur ',
       'Ricky Bhui ', 'Sumit Kumar ', 'Swastik Chhikara ',
       'Jhye Richardson ', 'Shai Hope ', 'Rasikh Dar ', 'Kumar Kushagra ',
       'Tristan Stubbs ', 'Harry Brook ', 'Kartik Tyagi ',
       'Spencer Johnson ', 'Manav Suthar ', 'Robin Minz ',
       'Sushant Mishra ', 'Azmatullah Omarzai ', 'Shahrukh Khan ',
       'Umesh Yadav ', 'Mujeeb Rahman ', 'Manish Pandey ',
       'Gus Atkinson ', 'Angkrish Raghuvanshi ', 'Mitchell  Starc ',
       'Sherfane Rutherford ', 'Ramandeep  Singh ', 'K.S. Bharat ',
       'Chetan Sakariya ', 'Sakib Hussain ', 'Ashton Turner ',
       'David Willey  ', 'M. Siddharth ', 'Shivam  Mavi ',
       'Arshin Kulkarni ', 'Mohd. Arshad Khan ', 'Dilshan Madushanka ',
       'Shreyas Gopal ', 'Shivalik Sharma ', 'Anshul Kamboj ',
       'Mohammad Nabi ', 'Naman Dhir ', 'Nuwan Thushara ',
       'Gerald Coetzee ', 'Chris Woakes  ', 'Tanay Thyagarajann ',
       'Vishwanath Pratap Singh ', 'Ashutosh Sharma ', 'Shashank  Singh ',
       'Rilee Rossouw ', 'Prince Choudhary ', 'Harshal Patel ',
       'Shubham Dubey ', 'Rovman Powell ', 'Abid Mushtaq ',
       'Nandre Burger ', 'Tom Kohler-Cadmore ', 'Lockie Ferguson ',
       'Tom Curran ', 'Saurav Chuahan ', 'Alzarri Joseph ',
       'Swapnil Singh ', 'Yash  Dayal ', 'Jhathavedh Subramanyan ',
       'Akash Singh ', 'Jaydev Unadkat ', 'Wanindu Hasaranga ',
       'Pat Cummins ', 'Travis Head ', 'Ajinkya Rahane ',
       'Bhagath Varma ', 'Kyle Jamieson ', 'Ajay Mandal ',
       'Nishant Sindhu ', 'Shaik Rasheed ', 'Ben Stokes ', 'Phil Salt ',
       'Ishant Sharma ', 'Mukesh Kumar ', 'Shivam Mavi ', 'Urvil Patel ',
       'Mohit Sharma ', 'Joshua Little ', 'Kane Williamson ',
       'Odean Smith ', 'Kulwant Khejroliya ', 'Shakib Al Hasan ',
       'Vaibhav Arora ', 'N. Jagadeesan ', 'David Wiese ',
       'Mandeep Singh ', 'Litton Das ', 'Suyash Sharma ', 'Amit Mishra ',
       'Nicholas Pooran ', 'Romario Shepherd ', 'Daniel Sams ',
       'Yudhvir Charak ', 'Prerak Mankad ', 'Yash Thakur ',
       'Naveen Ul Haq ', 'Nehal Wadhera ', 'Raghav Goyal ',
       'Cameron Green ', 'Vishnu Vinod ', 'Duan Jansen ',
       'Piyush Chawla ', 'Shams Mulani ', 'Harpreet Bhatia ',
       'Shivam Singh ', 'Vidwath Kaverappa ', 'Mohit Rathee ',
       'Sam Curran ', 'Sikandar Raza ', 'Jason Holder ', 'Adam Zampa ',
       'Abdul P A ', 'Akash Vashisht ', 'Donovan Ferreira ',
       'Kunal Rathore ', 'Joe Root ', 'Murugan Ashwin ', 'K.M. Asif ',
       'Sonu Yadav ', 'Himanshu Sharma ', 'Avinash Singh ',
       'Manoj Bhandage ', 'Will Jacks ', 'Reece Topley ', 'Rajan Kumar ',
       'Sanvir Singh ', 'Heinrich Klaasen ', 'Akeal Hosein ',
       'Mayank Markande ', 'Adil Rashid ', 'Anmolpreet Singh ',
       'Vivrant Sharma ', 'Samarth Vyas ', 'Upendra Singh Yadav ',
       'Nitish Kumar Reddy ', 'Mayank Agarwal ', 'Mayank Dagar ',
       'Robin Uthappa ', 'Dwayne Bravo ', 'Ambati Rayudu ',
       'Deepak Chahar ', 'C.Hari Nishaanth ', 'Tushar Deshpande ',
       'Shivam Dube ', 'Chris Jordan ', 'Maheesh Theekshana ',
       'Rajvardhan Hangargekar ', 'Simarjeet Singh ', 'Devon Conway ',
       'Dwaine Pretorius ', 'Mitchell Santner ', 'Adam Milne ',
       'Subhranshu Senapati ', 'Mukesh Choudhary ', 'Prashant Solanki ',
       'K.Bhagath Varma ', 'David Warner ', 'Mitchell Marsh ',
       'Kuldeep Yadav ', 'Ashwin Hebbar ', 'Sarfaraz Khan ',
       'Kamlesh Nagarkoti ', 'Syed Khaleel Ahmed ', 'Lungisani Ngidi ',
       'Yash Dhull ', 'Vicky Ostwal ', 'Ripal Patel ', 'Lalit Yadav ',
       'Tim Seifert ', 'Pravin Dubey ', 'Mohammad Shami ',
       'David Miller ', 'Jason Roy  ', 'Wriddhiman  Saha ',
       'Matthew Wade ', 'Abhinav Sadarangani ', 'Rahul Tewatia ',
       'Noor  Ahmad ', 'R. Sai Kishore ', 'Dominic Drakes ',
       'Vijay Shankar ', 'Jayant Yadav ', 'Darshan Nalkande ',
       'B. Sai Sudharsan ', 'Gurkeerat Singh ', 'Varun Aaron ',
       'Pradeep Sangwan ', 'Shreyas Iyer ', 'Mohammad  Nabi ',
       'Nitish Rana ', 'Sam Billings  ', 'Sheldon Jackson ',
       'Rinku Singh ', 'Anukul Roy ', 'Alex Hales  ', 'Tim Southee ',
       'Baba Indrajith ', 'Chamika Karunaratne ', 'Abhijeet Tomar ',
       'Aman Khan ', 'Ramesh Kumar ', 'Pratham Singh ', 'Ashok Sharma ',
       'Quinton De Kock ', 'Krunal Pandya ', 'Mark Wood ', 'Avesh Khan ',
       'Ankit Singh Rajpoot ', 'K. Gowtham ', 'Dushmanta Chameera ',
       'Shahbaz Nadeem ', 'Manan Vohra ', 'Evin Lewis ', 'Mohsin Khan ',
       'Mayank Yadav ', 'Ayush Badoni ', 'Kyle Mayers ', 'Karan Sharma ',
       'Deepak Hooda ', 'Ishan Kishan ', 'Dewald Brevis ',
       'Basil Thampi ', 'N. Tilak Varma ', 'Sanjay Yadav ',
       'Jofra Archer ', 'Tymal Mills ', 'Tim David ', 'Aryan Juyal ',
       'Fabian Allen ', 'Riley Meredith ', 'Rahul Buddhi ',
       'Hrithik Shokeen ', 'Arjun  Tendulkar ', 'Shikhar Dhawan ',
       'Kagiso Rabada ', 'Jonny Bairstow  ', 'Rahul Chahar ',
       'Harpreet  Brar ', 'Jitesh Sharma ', 'Prabhsimran Singh ',
       'Ishan Porel ', 'Liam Livingstone ', 'Sandeep Sharma ',
       'Raj Angad Bawa ', 'Rishi Dhawan ', 'Nathan Ellis ',
       'Atharva Taide ', 'Bhanuka Rajapaksa ', 'Benny Howell ',
       'Writtick Chatterjee ', 'Baltej Dhanda ', 'Ansh Patel ',
       'R. Ashwin ', 'Trent Boult ', 'Shimron Hetmyer ',
       'Devdutt Padikkal ', 'Prasidh Krishna ', 'Yuzvendra Chahal ',
       'Riyan Parag ', 'K.C Cariappa ', 'James Neesham ',
       'Nathan Coulter-Nile ', 'Navdeep Saini ', 'Kuldeep  Sen ',
       'Karun Nair ', 'Rassie Van Der Dussen ', 'Obed Mccoy ',
       'Dhruv Jurel ', 'Tejas Baroka ', 'Kuldip Yadav ',
       'Shubham Garhwal ', 'Anunay Singh ', 'Faf Du Plessis ',
       'Dinesh  Karthik ', 'Josh Hazlewood  ', 'Shahbaz Ahamad ',
       'Anuj Rawat ', 'Akash  Deep  ', 'Karn Sharma ', 'Mahipal Lomror ',
       'Finn Allen ', 'Jason Behrendorff ', 'Siddharth  Kaul ',
       'Suyash Prabhudessai ', 'Luvnith Sisodia ', 'Chama Milind ',
       'Aneeshwar Gautam ', 'Washington Sundar ', 'Bhuvneshwar Kumar ',
       'T. Natarajan ', 'Priyam  Garg ', 'Rahul Tripathi ',
       'Abhishek Sharma ', 'Jagadeesha Suchith ', 'Aiden Markram ',
       'Marco Jansen ', 'Glenn Phillips ', 'Fazalhaq Farooqi ',
       'Sean Abbott ', 'R Samarth ', 'Shashank Singh ', 'Saurabh Dubey ',
       'Steven Smith ', 'Sam Billings ', 'Lukman Hussain Meriwala ',
       'M Siddharth ', 'Harbhajan Singh ', 'Ben Cutting ', 'Pawan Negi ',
       'Venkatesh Iyer ', 'Arjun Tendulkar ', 'Moises Henriques ',
       'Dawid Malan ', 'Jalaj Saxena ', 'Saurabh Kumar ',
       'Utkarsh Singh ', 'Christopher Morris ', 'Glenn Maxwell ',
       'Dan Christian ', 'Sachin Baby ', 'Rajat Patidar ',
       'Mohammed Azharudeen ', 'Suyash Prabhudesai ',
       'Kona Srikar Bharat ', 'Kedar Jadhav ', 'Mujeeb Zadran ',
       'J Suchith ', 'Shimron Hetmyer', 'Marcus Stoinis', 'Alex Carey',
       'Jason Roy', 'Chris Woakes', 'Mohit Sharma', 'Tushar Deshpande',
       'Lalit Yadav', 'Glenn Maxwell', 'Sheldon Cottrell', 'Chris Jordan',
       'Ravi Bishnoi', 'Prabhsimran Singh', 'Deepak Hooda',
       'James Neesham', 'Tajinder Dhillon', 'Ishan Porel', 'Pat Cummins',
       'Eoin Morgan', 'Varun Chakaravarthy', 'Tom Banton',
       'Rahul Tripathi', 'Chris Green', 'Nikhil Shankar Naik',
       'Pravin Tambe', 'M Siddharth', 'Nathan Coulter-Nile', 'Chris Lynn',
       'Saurabh Tiwary', 'Digvijay Deshmukh', 'Prince Balwant Rai Singh',
       'Mohsin Khan', 'Robin Uthappa', 'Jaydev Unadkat',
       'Yashasvi Jaiswal', 'Kartik Tyagi', 'Tom Curran', 'Andrew Tye',
       'Anuj Rawat', 'David Miller', 'Oshane Thomas ',
       'Anirudha Ashok Joshi', 'Akash Singh', 'Christopher Morris',
       'Aaron Finch', 'Kane Richardson', 'Dale Steyn', 'Isuru Udana',
       'Shahbaz Ahamad', 'Joshua Philippe', 'Pavan Deshpande',
       'Mitchell Marsh', 'Priyam Garg', 'Virat Singh', 'Fabian Allen',
       'Sandeep Bavanaka', 'Sanjay Yadav', 'Abdul Samad', 'Colin Ingram',
       'Axar Rajesh Patel', 'Hanuma Vihari', 'Sherfane Rutherford',
       'Ishant Sharma', 'Keemo Paul', 'Jalaj Saxena', 'Ankush Bains',
       'Nathu Singh', 'Bandaru Ayyappa', 'Sam Curran', 'Mohammad Shami',
       'Nicolas Pooran', 'Moises Henriques', 'Hardus Viljoen',
       'Darshan Nalkande', 'Sarfaraz Naushad Khan', 'Arshdeep Singh ',
       'Agnivesh Ayachi', 'Harpreet Brar', 'M. Ashwin',
       'Carlos Brathwaite', 'Joe Denly ', 'Harry Gurney',
       'Shrikant Mundhe', 'Prithvi Raj Yarra', 'Anrich Nortje',
       'Barinder Singh Sran', 'Lasith Malinga', 'Yuvraj Singh',
       'Anmolpreet Singh', 'Pankaj Jaswal', 'Rasikh Dar', 'Varun Aaron',
       'Ashton Turner', 'Liam Livingstone', 'Shashank Singh',
       'Riyan Parag', 'Manan Vohra', 'Shubham Ranjane', 'Shivam Dube',
       'Akshdeep Nath', 'Prayas Ray Barman', 'Himmat Singh',
       'Gurkeerat Singh Mann', 'Heinrich Klaasen', 'Devdutt Padikkal',
       'Milind Kumar', 'Jonny Bairstow ', 'Wriddhiman Saha',
       'Martin Guptill', 'Kagiso Rabada', 'Amit Mishra', 'Shahbaz Nadeem',
       'Vijay Shankar', 'Rahul Tewatia', 'Gautam Gambhir', 'Trent Boult',
       'Colin Munro', 'Daniel Christian', 'Naman Ojha', 'Prithvi Shaw',
       'Avesh Khan', 'Abhishek Sharma', 'Jayant Yadav', 'Harshal Patel',
       'Manjot Kalra', 'Sandeep Lamichhane', 'Sayan Ghosh', 'KL Rahul',
       'Ravichandran Ashwin', 'Karun Nair', 'Mujeeb Zadran',
       'Ankit Singh Rajpoot', 'Christopher Gayle', 'Ben Dwarshuis',
       'Manoj Tiwary', 'Mayank Agarwal', 'Manzoor Dar', 'Pardeep Sahu',
       'Mayank Dagar', 'Mitchell Starc', 'Dinesh Karthik',
       'Kuldeep Singh Yadav', 'Piyush Chawla', 'Nitish Rana',
       'Kamlesh Nagarkoti', 'Shivam Mavi', 'Mitchell Johnson',
       'Shubman Gill', 'Ranganath Vinay Kumar', 'Rinku Singh',
       'Cameron Delport', 'Javon Searless', 'Apoorv Vijay Wankhade',
       'Ishank Jaggi', 'Krunal Pandya', 'Ishan Kishan', 'Kieron Pollard',
       'Evin Lewis', 'Suryakumar Yadav', 'Ben Cutting',
       'Mustafizur Rahman', 'Rahul Chahar', 'Pradeep Sangwan',
       'Jason Behrendorff', 'Jean-Paul Duminy', 'Akila Dhananjaya',
       'Nidheesh M D Dinesan', 'Aditya Tare', 'Siddhesh Dinesh Lad',
       'Mayank Markande', 'Sharad Lumba ', 'Anukul Roy',
       'Benjamin Stokes', 'Sanju Samson', 'Jofra Archer',
       'Krishnappa Gowtham', 'Jos Buttler', 'Ajinkya Rahane',
       'Darcy Short', 'Dhawal Kulkarni', 'Zahir Khan Pakteen',
       'Ben Laughlin', 'Stuart Binny', 'Dushmantha Chameera',
       'Anureet Singh', 'Aryaman Vikram Birla', 'Midhun S',
       'Shreyas Gopal', 'Prashant Chopra', 'Jatin Saxena', 'Ankit Sharma',
       'Mahipal Lomror', 'Yuzvendra Singh Chahal', 'Umesh Yadav',
       'Brendon McCullum', 'M.S. Washington Sundar', 'Navdeep Saini',
       'Quinton De Kock', 'Mohammed Siraj', 'Colin De Grandhomme',
       'Parthiv Patel', 'Moeen Ali', 'Mandeep Singh', 'Pawan Negi',
       'Tim Southee', 'Kulwant Khejroliya', 'Aniket Choudhary',
       'Manish Pandey', 'Rashid Khan Arman', 'Shikhar Dhawan',
       'Siddarth Kaul', 'Syed Khaleel Ahmed', 'Sandeep Sharma',
       'Kane Williamson', 'Shakib Al Hasan', 'Yusuf Pathan',
       'Shreevats Goswami', 'Mohammad Nabi', 'Basil Thampi',
       'Billy Stanlake', 'T Natarajan', 'Sachin Baby', 'Bipul Sharma',
       'Syed Mehdi Hasan', 'Ricky Bhui', 'Tanmay Agarwal',
       'Manpreet Gony', 'Munaf Patel', 'Shubam Agrawal',
       'Tejas Singh Baroka', 'Chirag Suri', 'Pratham Singh',
       'Shelley Shaurya', 'Matt Henry', 'Darren Sammy', 'Rishi Dhawan',
       'Darren Bravo', 'Rovman Powell', 'R. Sanjay Yadav', 'Karn Sharma',
       'Asela Gunarathna', 'Saurabh Kumar', 'Milind Tandon',
       'Rahul Ajay Tripathi', 'Tymal Mills', 'Praveen Dubey',
       'Eklavya Dwivedi', 'Praveen Kumar', 'Dwayne Smith', 'Jaydev Shah',
       'Shadab Jakati', 'Shivil Kaushik', 'Sarabjit Ladda',
       'Umang Sharma', 'Paras Dogra', 'Kyle Abbott', 'K.C. Cariappa',
       'Farhaan Behardien', 'Armaan Jaffer', 'Swapnil Singh',
       'John Hastings', 'Jason Holder', 'Rajagopal Sathish',
       'Manan Ajay Sharma', 'Kishore Pramod Kamath', 'Deepak Punia',
       'Jitesh Sharma', 'Kevin Pietersen', 'Irfan Pathan',
       'Thisara Perera', 'Rajat Bhatia', 'Ashok Dinda', 'Scott Boland',
       'Peter Handscomb', 'Rudra Pratap Singh', 'Adam Zampa',
       'Ishwar Chandra Pandey', 'Deepak Chahar', 'Jaskaran Singh',
       'Baba Aparajith', 'Shane Watson', 'Samuel Badree', 'Travis Head',
       'Vikramjeet Malik', 'Akshay Karnewar', 'Iqbal Abdullah',
       'Vikas Tokas', 'Ashish Nehra', 'Abhimanyu Mithun',
       'Tirumalasetti Suman', 'Angelo Mathews', 'Zaheer Khan',
       'Shreyas Iyer', 'Gurinder Sandhu', 'Domnic Joseph Muthuswamy',
       'Albie Morkel', 'C.M. Gautam', 'Kona Srikar Bharat', 'K.K. Jiyaz',
       'Murali Vijay', 'Yogesh Gowalkar', 'Brad Hogg', 'Aditya Garhwal',
       'Sheldon Jackson', 'Sumit Narwal', 'Vaibhav Rawal', 'Pragyan Ojha',
       'Mitchell McClenaghan', 'Aiden Blizzard', 'Hardik Pandya',
       'Akshay Wakhare', 'J. Suchitch', 'Juan Theron',
       'Barinder Singh Saran', 'Dinesh Salunkhe', 'Sagar Trivedi',
       'David Wiese', 'Sean Abbott', 'Adam Milne',
       'Subramaniam Badrinath', 'Shishir Bhavane', 'Ravi Bopara',
       'Laxmi Ratan Shukla', 'Prasanth Padmanabhan', 'Ross Taylor',
       'Kedar Jadhav', 'Rahul Sharma', 'Wayne Parnell', 'Rahul Shukla',
       'HS Sharath', 'George Bailey', 'Virender Sehwag', 'Shaun Marsh',
       'Cheteshwar Pujara', 'Beuran Hendricks', 'Lakshmipathy Balaji',
       'Gurkirat Singh Mann', 'Murali Kartik', 'Mandeep Hardev Singh',
       'Akshar Rajesh Patel', 'Parvinder Awana',
       'Shardul Narendra Thakur', 'Shivam Sharma', 'Karanveer Singh',
       'Jacques Kallis', 'Morne Morkel', 'Patrick Cummins',
       'Ryan Ten Doeschate', 'Andre Russell', 'Manvinder Bisla',
       'Veer Pratap Singh', 'Debabrata Das', 'Sayan Sekhar Mandal',
       'Michael Hussey', 'Corey Anderson', 'Jasprit Bumrah',
       'Josh Hazlewood', 'Marchant De Lange', 'Krismar Santokie',
       'Ben Dunk', 'Pawan Suyal', 'Sushant Marathe', 'Steven Smith',
       'Brad Hodge', 'Abhishek Nayar', 'Unmukt Chand', 'Dishant Yagnik',
       'Kevon Cooper', 'Ankit Nagendra Sharma', 'Muttiah Muralitharan',
       'Ravi Rampaul', 'Nic Maddinson', 'Vijay Zol', 'Abu Nechim Ahmed',
       'Sachin Rana', 'Sandeep Warrier', 'Tanmay Mishra',
       'Yogesh Takawale', 'David Warner', 'Bhuvneshwar Kumar',
       'Parveez Rasool', 'Venugopal Rao', 'Brendan Taylor',
       'Prasanth Parameswaran', 'Amit Paunikar', 'Ashish Reddy',
       'Srikkanth Anirudha', 'Chama Milind', 'Manprit Juneja',
       'Johan Botha', 'Jesse Ryder', 'Jeevan Mendis', 'Luke Pomersbach',
       'Sachithra Senanayaka', 'Ryan McLaren', 'Ricky Ponting',
       'Philip Hughes', 'Jacob Oram', 'Ajantha Mendis', 'Michael Clarke',
       'James Faulkner', 'Fidel Edwards', 'Kusal Janith Perera',
       'Pankaj Singh', 'Christopher Barnwell', 'Sudeep Tyagi',
       'Clinton McKay', 'Nathan McCullum'], dtype=object)
In [88]:
### bidding prices in ipl auctions from 2013 to 2024 are described
dpm['Price'].unique()
Out[88]:
array([2.000e+06, 2.000e+07, 1.400e+08, 8.400e+07, 1.800e+07, 4.000e+07,
       1.000e+07, 5.000e+07, 7.500e+06, 7.200e+07, 5.000e+06, 6.000e+06,
       1.000e+08, 3.600e+07, 2.200e+07, 7.400e+07, 5.800e+07, 2.475e+08,
       1.500e+07, 2.400e+07, 6.400e+07, 4.600e+07, 4.800e+07, 4.200e+07,
       8.000e+07, 1.175e+08, 4.000e+06, 1.150e+08, 1.600e+07, 2.050e+08,
       6.800e+07, 1.625e+08, 5.500e+07, 6.000e+07, 1.200e+07, 4.400e+07,
       9.000e+06, 1.600e+08, 4.500e+06, 1.750e+08, 1.850e+08, 5.750e+07,
       3.000e+06, 3.200e+07, 1.900e+07, 7.000e+06, 1.325e+08, 5.250e+07,
       2.600e+07, 2.500e+06, 8.250e+07, 6.750e+07, 6.250e+07, 6.500e+07,
       1.075e+08, 1.100e+07, 6.500e+06, 2.800e+07, 3.000e+07, 9.000e+07,
       1.400e+07, 1.700e+07, 7.250e+07, 1.225e+08, 5.500e+06, 7.500e+07,
       8.750e+07, 1.525e+08, 1.300e+07, 9.250e+07, 3.800e+07, 8.500e+07,
       7.750e+07, 7.000e+07, 3.400e+07, 9.500e+06, 8.000e+06, 1.500e+08,
       1.425e+08, 1.550e+08, 1.100e+08, 7.600e+07, 6.200e+07, 5.600e+07,
       9.600e+07, 9.400e+07, 8.800e+07, 5.400e+07, 1.250e+08, 8.500e+06,
       5.200e+07, 1.000e+06, 3.500e+07, 1.450e+08, 1.200e+08, 2.300e+07,
       3.500e+06, 2.100e+07, 2.500e+07, 4.500e+07, 9.500e+07, 1.500e+06,
       1.050e+08, 4.250e+07, 3.250e+07, 4.750e+07, 3.750e+07, 4.500e+05,
       2.600e+05, 5.000e+04, 5.000e+05, 3.000e+05, 6.250e+05, 4.000e+05,
       1.000e+05, 7.250e+05, 7.000e+05, 6.750e+05, 2.100e+05, 2.000e+04,
       5.250e+05, 2.900e+05, 1.500e+05, 4.250e+05])
In [89]:
df1.columns
Out[89]:
Index(['SerialNo', 'Season', 'Name', 'Role', 'Price', 'Team'], dtype='object')
In [90]:
df1
Out[90]:
SerialNo Season Name Role Price Team
0 1 2024 Avanish Rao Aravelly Wicket-Keeper 2000000.0 Chennai Super Kings
1 2 2024 Mustafizur Rahman Bowler 20000000.0 Chennai Super Kings
2 3 2024 Daryl Mitchell All-Rounder 140000000.0 Chennai Super Kings
3 4 2024 Sameer Rizvi Batter 84000000.0 Chennai Super Kings
4 5 2024 Rachin Ravindra All-Rounder 18000000.0 Chennai Super Kings
... ... ... ... ... ... ...
1031 1033 2013 Darren Sammy All-Rounder 425000.0 Sunrisers Hyderabad
1032 1034 2013 Sudeep Tyagi Bowler 100000.0 Sunrisers Hyderabad
1033 1035 2013 Clinton McKay Bowler 100000.0 Sunrisers Hyderabad
1034 1036 2013 Nathan McCullum Bowler 100000.0 Sunrisers Hyderabad
1035 1037 2013 Quinton De Kock Wicket Keeper 20000.0 Sunrisers Hyderabad

1036 rows × 6 columns

In [91]:
df1[dpm['Role']=='Bowler']
Out[91]:
SerialNo Season Name Role Price Team
393 395 2021 Akash Singh Bowler 2000000.0 Rajasthan Royals
411 413 2020 Mohit Sharma Bowler 5000000.0 Delhi Capitals
412 414 2020 Tushar Deshpande Bowler 2000000.0 Delhi Capitals
415 417 2020 Sheldon Cottrell Bowler 85000000.0 Kings XI Punjab
417 419 2020 Ravi Bishnoi Bowler 20000000.0 Kings XI Punjab
... ... ... ... ... ... ...
1026 1028 2013 Ravi Rampaul Bowler 290000.0 Royal Challengers Bangalore
1027 1029 2013 Pankaj Singh Bowler 150000.0 Royal Challengers Bangalore
1032 1034 2013 Sudeep Tyagi Bowler 100000.0 Sunrisers Hyderabad
1033 1035 2013 Clinton McKay Bowler 100000.0 Sunrisers Hyderabad
1034 1036 2013 Nathan McCullum Bowler 100000.0 Sunrisers Hyderabad

233 rows × 6 columns

In [92]:
### count of no of bowlers in the history
df1[dpm['Role']=='Bowler'].count()
Out[92]:
SerialNo    233
Season      233
Name        233
Role        233
Price       233
Team        233
dtype: int64
In [93]:
#### count of no of all rounders
df1[dpm['Role']=='All-Rounder'].value_counts()
Out[93]:
SerialNo  Season  Name                  Role         Price       Team                  
409       2020    Marcus Stoinis        All-Rounder  48000000.0   Delhi Capitals           1
800       2016    Deepak Hooda          All-Rounder  42000000.0   Sunrisers Hyderabad      1
774       2016    Thisara Perera        All-Rounder  10000000.0  Rising Pune Supergiant    1
775       2016    Rajat Bhatia          All-Rounder  6000000.0   Rising Pune Supergiant    1
782       2016    Deepak Chahar         All-Rounder  1000000.0   Rising Pune Supergiant    1
                                                                                          ..
608       2018    Jofra Archer          All-Rounder  72000000.0   Rajasthan Royals         1
612       2018    Darcy Short           All-Rounder  40000000.0   Rajasthan Royals         1
617       2018    Stuart Binny          All-Rounder  5000000.0    Rajasthan Royals         1
620       2018    Aryaman Vikram Birla  All-Rounder  3000000.0    Rajasthan Royals         1
1033      2013    Darren Sammy          All-Rounder  425000.0     Sunrisers Hyderabad      1
Length: 219, dtype: int64
In [94]:
#### count of no of batsmen
df1[dpm['Role']=='Batsman'].value_counts()
Out[94]:
SerialNo  Season  Name                   Role     Price       Team                  
408       2020    Shimron Hetmyer        Batsman  77500000.0   Delhi Capitals           1
879       2014    Mayank Agarwal         Batsman  16000000.0  Delhi Daredevils          1
876       2014    Ross Taylor            Batsman  20000000.0  Delhi Daredevils          1
875       2014    Jean-Paul Duminy       Batsman  22000000.0  Delhi Daredevils          1
873       2014    Manoj Tiwary           Batsman  28000000.0  Delhi Daredevils          1
                                                                                       ..
582       2018    Ishank Jaggi           Batsman  2000000.0    Kolkata Knight Riders    1
581       2018    Apoorv Vijay Wankhade  Batsman  2000000.0    Kolkata Knight Riders    1
578       2018    Rinku Singh            Batsman  8000000.0    Kolkata Knight Riders    1
576       2018    Shubman Gill           Batsman  18000000.0   Kolkata Knight Riders    1
1021      2013    Michael Clarke         Batsman  400000.0    Pune Warriors India       1
Length: 122, dtype: int64
In [95]:
dpm[dpm['Role']=='Wicket Keeper'].value_counts()
Out[95]:
SerialNo  Season  Name                 Role           Price        Team                        
410       2020    Alex Carey           Wicket Keeper  24000000.0    Delhi Capitals                 1
736       2016    Ishan Kishan         Wicket Keeper  3500000.0    Gujarat Lions                   1
768       2016    Jitesh Sharma        Wicket Keeper  1000000.0    Mumbai Indians                  1
778       2016    Peter Handscomb      Wicket Keeper  3000000.0    Rising Pune Supergiant          1
785       2016    Ankush Bains         Wicket Keeper  1000000.0    Rising Pune Supergiant          1
802       2016    Aditya Tare          Wicket Keeper  12000000.0    Sunrisers Hyderabad            1
819       2015    C.M. Gautam          Wicket Keeper  2000000.0    Delhi Daredevils                1
820       2015    Kona Srikar Bharat   Wicket Keeper  1000000.0    Delhi Daredevils                1
823       2015    Nikhil Shankar Naik  Wicket Keeper  3000000.0    Kings XI Punjab                 1
848       2015    Dinesh Karthik       Wicket Keeper  105000000.0   Royal Challengers Bangalore    1
867       2014    Dinesh Karthik       Wicket Keeper  125000000.0  Delhi Daredevils                1
872       2014    Quinton De Kock      Wicket Keeper  35000000.0   Delhi Daredevils                1
895       2014    Wriddhiman Saha      Wicket Keeper  22000000.0   Kings XI Punjab                 1
925       2014    Manvinder Bisla      Wicket Keeper  6000000.0    Kolkata Knight Riders           1
928       2014    Debabrata Das        Wicket Keeper  2000000.0    Kolkata Knight Riders           1
934       2014    Aditya Tare          Wicket Keeper  16000000.0   Mumbai Indians                  1
940       2014    Ben Dunk             Wicket Keeper  2000000.0    Mumbai Indians                  1
941       2014    C.M. Gautam          Wicket Keeper  2000000.0    Mumbai Indians                  1
944       2014    Sushant Marathe      Wicket Keeper  1000000.0    Mumbai Indians                  1
958       2014    Dishant Yagnik       Wicket Keeper  3000000.0    Rajasthan Royals                1
963       2014    Ankush Bains         Wicket Keeper  1000000.0    Rajasthan Royals                1
971       2014    Parthiv Patel        Wicket Keeper  14000000.0    Royal Challengers Bangalore    1
982       2014    Yogesh Takawale      Wicket Keeper  1000000.0     Royal Challengers Bangalore    1
997       2014    Naman Ojha           Wicket Keeper  5000000.0     Sunrisers Hyderabad            1
998       2014    Brendan Taylor       Wicket Keeper  3000000.0     Sunrisers Hyderabad            1
1000      2014    Amit Paunikar        Wicket Keeper  2000000.0     Sunrisers Hyderabad            1
1024      2013    Kusal Janith Perera  Wicket Keeper  20000.0      Rajasthan Royals                1
762       2016    Jos Buttler          Wicket Keeper  38000000.0   Mumbai Indians                  1
734       2016    Eklavya Dwivedi      Wicket Keeper  10000000.0   Gujarat Lions                   1
420       2020    Prabhsimran Singh    Wicket Keeper  5500000.0     Kings XI Punjab                1
730       2016    Dinesh Karthik       Wicket Keeper  23000000.0   Gujarat Lions                   1
431       2020    Nikhil Shankar Naik  Wicket Keeper  2000000.0     Kolkata Knight Riders          1
446       2020    Anuj Rawat           Wicket Keeper  8000000.0     Rajasthan Royals               1
456       2020    Shahbaz Ahamad       Wicket Keeper  2000000.0     Royal Challengers Bangalore    1
457       2020    Joshua Philippe      Wicket Keeper  2000000.0     Royal Challengers Bangalore    1
473       2019    Ankush Bains         Wicket Keeper  2000000.0     Delhi Capitals                 1
479       2019    Prabhsimran Singh    Wicket Keeper  48000000.0   Kings XI Punjab                 1
480       2019    Nicolas Pooran       Wicket Keeper  42000000.0   Kings XI Punjab                 1
493       2019    Nikhil Shankar Naik  Wicket Keeper  2000000.0     Kolkata Knight Riders          1
518       2019    Heinrich Klaasen     Wicket Keeper  5000000.0     Royal Challengers Bangalore    1
521       2019    Jonny Bairstow       Wicket Keeper  22000000.0    Sunrisers Hyderabad            1
522       2019    Wriddhiman Saha      Wicket Keeper  12000000.0    Sunrisers Hyderabad            1
536       2018    Naman Ojha           Wicket Keeper  14000000.0   Delhi Daredevils                1
568       2018    Dinesh Karthik       Wicket Keeper  74000000.0    Kolkata Knight Riders          1
569       2018    Robin Uthappa        Wicket Keeper  64000000.0    Kolkata Knight Riders          1
584       2018    Ishan Kishan         Wicket Keeper  62000000.0    Mumbai Indians                 1
599       2018    Aditya Tare          Wicket Keeper  2000000.0     Mumbai Indians                 1
607       2018    Sanju Samson         Wicket Keeper  80000000.0    Rajasthan Royals               1
610       2018    Jos Buttler          Wicket Keeper  44000000.0    Rajasthan Royals               1
623       2018    Prashant Chopra      Wicket Keeper  2000000.0     Rajasthan Royals               1
633       2018    Quinton De Kock      Wicket Keeper  28000000.0    Royal Challengers Bangalore    1
638       2018    Parthiv Patel        Wicket Keeper  17000000.0    Royal Challengers Bangalore    1
651       2018    Wriddhiman Saha      Wicket Keeper  50000000.0    Sunrisers Hyderabad            1
660       2018    Shreevats Goswami    Wicket Keeper  10000000.0    Sunrisers Hyderabad            1
704       2017    Nicolas Pooran       Wicket Keeper  3000000.0    Mumbai Indians                  1
722       2017    Eklavya Dwivedi      Wicket Keeper  7500000.0     Sunrisers Hyderabad            1
1037      2013    Quinton De Kock      Wicket Keeper  20000.0       Sunrisers Hyderabad            1
dtype: int64
In [96]:
dpm[dpm['Role']=='Wicket Keeper'].count()
Out[96]:
SerialNo    57
Season      57
Name        57
Role        57
Price       57
Team        57
dtype: int64
In [97]:
dpm['Team'].unique()
Out[97]:
array([' Chennai Super Kings', ' Delhi Capitals', ' Gujarat Titans',
       ' Kolkata Knight Riders', ' Lucknow Super Giants',
       ' Mumbai Indians', ' Punjab Kings', ' Rajasthan Royals',
       ' Royal Challengers Bengaluru', ' Sunrisers Hyderabad',
       ' Royal Challengers Bangalore', ' Kings XI Punjab',
       'Kings XI Punjab', 'Delhi Daredevils', 'Gujarat Lions',
       'Kolkata Knight Riders', 'Mumbai Indians',
       'Rising Pune Supergiant', 'Rajasthan Royals',
       'Pune Warriors India'], dtype=object)
In [98]:
dpm[['Team','Role']]
Out[98]:
Team Role
0 Chennai Super Kings Wicket-Keeper
1 Chennai Super Kings Bowler
2 Chennai Super Kings All-Rounder
3 Chennai Super Kings Batter
4 Chennai Super Kings All-Rounder
... ... ...
1031 Sunrisers Hyderabad All-Rounder
1032 Sunrisers Hyderabad Bowler
1033 Sunrisers Hyderabad Bowler
1034 Sunrisers Hyderabad Bowler
1035 Sunrisers Hyderabad Wicket Keeper

1036 rows × 2 columns

In [99]:
### displays the details of the subset of ipl auction in season 2020
dpm[dpm['Season']==2020]
Out[99]:
SerialNo Season Name Role Price Team
406 408 2020 Shimron Hetmyer Batsman 77500000.0 Delhi Capitals
407 409 2020 Marcus Stoinis All-Rounder 48000000.0 Delhi Capitals
408 410 2020 Alex Carey Wicket Keeper 24000000.0 Delhi Capitals
409 411 2020 Jason Roy Batsman 15000000.0 Delhi Capitals
410 412 2020 Chris Woakes All-Rounder 15000000.0 Delhi Capitals
411 413 2020 Mohit Sharma Bowler 5000000.0 Delhi Capitals
412 414 2020 Tushar Deshpande Bowler 2000000.0 Delhi Capitals
413 415 2020 Lalit Yadav All-Rounder 2000000.0 Delhi Capitals
414 416 2020 Glenn Maxwell All-Rounder 107500000.0 Kings XI Punjab
415 417 2020 Sheldon Cottrell Bowler 85000000.0 Kings XI Punjab
416 418 2020 Chris Jordan All-Rounder 30000000.0 Kings XI Punjab
417 419 2020 Ravi Bishnoi Bowler 20000000.0 Kings XI Punjab
418 420 2020 Prabhsimran Singh Wicket Keeper 5500000.0 Kings XI Punjab
419 421 2020 Deepak Hooda All-Rounder 5000000.0 Kings XI Punjab
420 422 2020 James Neesham All-Rounder 5000000.0 Kings XI Punjab
421 423 2020 Tajinder Dhillon All-Rounder 2000000.0 Kings XI Punjab
422 424 2020 Ishan Porel Bowler 2000000.0 Kings XI Punjab
423 425 2020 Pat Cummins All-Rounder 155000000.0 Kolkata Knight Riders
424 426 2020 Eoin Morgan Batsman 52500000.0 Kolkata Knight Riders
425 427 2020 Varun Chakaravarthy All-Rounder 40000000.0 Kolkata Knight Riders
426 428 2020 Tom Banton Batsman 10000000.0 Kolkata Knight Riders
427 429 2020 Rahul Tripathi Batsman 6000000.0 Kolkata Knight Riders
428 430 2020 Chris Green All-Rounder 2000000.0 Kolkata Knight Riders
429 431 2020 Nikhil Shankar Naik Wicket Keeper 2000000.0 Kolkata Knight Riders
430 432 2020 Pravin Tambe Bowler 2000000.0 Kolkata Knight Riders
431 433 2020 M Siddharth Bowler 2000000.0 Kolkata Knight Riders
432 434 2020 Nathan Coulter-Nile Bowler 80000000.0 Mumbai Indians
433 435 2020 Chris Lynn Batsman 20000000.0 Mumbai Indians
434 436 2020 Saurabh Tiwary Batsman 5000000.0 Mumbai Indians
435 437 2020 Digvijay Deshmukh All-Rounder 2000000.0 Mumbai Indians
436 438 2020 Prince Balwant Rai Singh All-Rounder 2000000.0 Mumbai Indians
437 439 2020 Mohsin Khan Bowler 2000000.0 Mumbai Indians
438 440 2020 Robin Uthappa Batsman 30000000.0 Rajasthan Royals
439 441 2020 Jaydev Unadkat Bowler 30000000.0 Rajasthan Royals
440 442 2020 Yashasvi Jaiswal All-Rounder 24000000.0 Rajasthan Royals
441 443 2020 Kartik Tyagi Bowler 13000000.0 Rajasthan Royals
442 444 2020 Tom Curran All-Rounder 10000000.0 Rajasthan Royals
443 445 2020 Andrew Tye Bowler 10000000.0 Rajasthan Royals
444 446 2020 Anuj Rawat Wicket Keeper 8000000.0 Rajasthan Royals
445 447 2020 David Miller Batsman 7500000.0 Rajasthan Royals
446 448 2020 Oshane Thomas Bowler 5000000.0 Rajasthan Royals
447 449 2020 Anirudha Ashok Joshi All-Rounder 2000000.0 Rajasthan Royals
448 450 2020 Akash Singh Bowler 2000000.0 Rajasthan Royals
449 451 2020 Christopher Morris All-Rounder 100000000.0 Royal Challengers Bangalore
450 452 2020 Aaron Finch Batsman 44000000.0 Royal Challengers Bangalore
451 453 2020 Kane Richardson Bowler 40000000.0 Royal Challengers Bangalore
452 454 2020 Dale Steyn Bowler 20000000.0 Royal Challengers Bangalore
453 455 2020 Isuru Udana All-Rounder 5000000.0 Royal Challengers Bangalore
454 456 2020 Shahbaz Ahamad Wicket Keeper 2000000.0 Royal Challengers Bangalore
455 457 2020 Joshua Philippe Wicket Keeper 2000000.0 Royal Challengers Bangalore
456 458 2020 Pavan Deshpande All-Rounder 2000000.0 Royal Challengers Bangalore
457 459 2020 Mitchell Marsh All-Rounder 20000000.0 Sunrisers Hyderabad
458 460 2020 Priyam Garg Batsman 19000000.0 Sunrisers Hyderabad
459 461 2020 Virat Singh Batsman 19000000.0 Sunrisers Hyderabad
460 462 2020 Fabian Allen All-Rounder 5000000.0 Sunrisers Hyderabad
461 463 2020 Sandeep Bavanaka All-Rounder 2000000.0 Sunrisers Hyderabad
462 464 2020 Sanjay Yadav All-Rounder 2000000.0 Sunrisers Hyderabad
463 465 2020 Abdul Samad All-Rounder 2000000.0 Sunrisers Hyderabad
In [100]:
####details of the batsmen played in season 2020
dpm[(dpm['Season']==2020)&(dpm['Role']=='Batsman')].value_counts()
Out[100]:
SerialNo  Season  Name             Role     Price       Team                        
408       2020    Shimron Hetmyer  Batsman  77500000.0   Delhi Capitals                 1
411       2020    Jason Roy        Batsman  15000000.0   Delhi Capitals                 1
426       2020    Eoin Morgan      Batsman  52500000.0   Kolkata Knight Riders          1
428       2020    Tom Banton       Batsman  10000000.0   Kolkata Knight Riders          1
429       2020    Rahul Tripathi   Batsman  6000000.0    Kolkata Knight Riders          1
435       2020    Chris Lynn       Batsman  20000000.0   Mumbai Indians                 1
436       2020    Saurabh Tiwary   Batsman  5000000.0    Mumbai Indians                 1
440       2020    Robin Uthappa    Batsman  30000000.0   Rajasthan Royals               1
447       2020    David Miller     Batsman  7500000.0    Rajasthan Royals               1
452       2020    Aaron Finch      Batsman  44000000.0   Royal Challengers Bangalore    1
460       2020    Priyam Garg      Batsman  19000000.0   Sunrisers Hyderabad            1
461       2020    Virat Singh      Batsman  19000000.0   Sunrisers Hyderabad            1
dtype: int64
In [101]:
dpm['Price'].min()
Out[101]:
20000.0
In [102]:
#### details of auction of Dinesh Karthik in the history of ipl auction 

dpm[dpm['Name']=='Dinesh Karthik'].value_counts()
Out[102]:
SerialNo  Season  Name            Role           Price        Team                        
568       2018    Dinesh Karthik  Wicket Keeper  74000000.0    Kolkata Knight Riders          1
730       2016    Dinesh Karthik  Wicket Keeper  23000000.0   Gujarat Lions                   1
848       2015    Dinesh Karthik  Wicket Keeper  105000000.0   Royal Challengers Bangalore    1
867       2014    Dinesh Karthik  Wicket Keeper  125000000.0  Delhi Daredevils                1
dtype: int64
In [103]:
### seperate dataframe is created from the subset of dpm dataframe having details of season 2020 ipl auction
df3=dpm[dpm['Season']==2020]
In [104]:
df3
Out[104]:
SerialNo Season Name Role Price Team
406 408 2020 Shimron Hetmyer Batsman 77500000.0 Delhi Capitals
407 409 2020 Marcus Stoinis All-Rounder 48000000.0 Delhi Capitals
408 410 2020 Alex Carey Wicket Keeper 24000000.0 Delhi Capitals
409 411 2020 Jason Roy Batsman 15000000.0 Delhi Capitals
410 412 2020 Chris Woakes All-Rounder 15000000.0 Delhi Capitals
411 413 2020 Mohit Sharma Bowler 5000000.0 Delhi Capitals
412 414 2020 Tushar Deshpande Bowler 2000000.0 Delhi Capitals
413 415 2020 Lalit Yadav All-Rounder 2000000.0 Delhi Capitals
414 416 2020 Glenn Maxwell All-Rounder 107500000.0 Kings XI Punjab
415 417 2020 Sheldon Cottrell Bowler 85000000.0 Kings XI Punjab
416 418 2020 Chris Jordan All-Rounder 30000000.0 Kings XI Punjab
417 419 2020 Ravi Bishnoi Bowler 20000000.0 Kings XI Punjab
418 420 2020 Prabhsimran Singh Wicket Keeper 5500000.0 Kings XI Punjab
419 421 2020 Deepak Hooda All-Rounder 5000000.0 Kings XI Punjab
420 422 2020 James Neesham All-Rounder 5000000.0 Kings XI Punjab
421 423 2020 Tajinder Dhillon All-Rounder 2000000.0 Kings XI Punjab
422 424 2020 Ishan Porel Bowler 2000000.0 Kings XI Punjab
423 425 2020 Pat Cummins All-Rounder 155000000.0 Kolkata Knight Riders
424 426 2020 Eoin Morgan Batsman 52500000.0 Kolkata Knight Riders
425 427 2020 Varun Chakaravarthy All-Rounder 40000000.0 Kolkata Knight Riders
426 428 2020 Tom Banton Batsman 10000000.0 Kolkata Knight Riders
427 429 2020 Rahul Tripathi Batsman 6000000.0 Kolkata Knight Riders
428 430 2020 Chris Green All-Rounder 2000000.0 Kolkata Knight Riders
429 431 2020 Nikhil Shankar Naik Wicket Keeper 2000000.0 Kolkata Knight Riders
430 432 2020 Pravin Tambe Bowler 2000000.0 Kolkata Knight Riders
431 433 2020 M Siddharth Bowler 2000000.0 Kolkata Knight Riders
432 434 2020 Nathan Coulter-Nile Bowler 80000000.0 Mumbai Indians
433 435 2020 Chris Lynn Batsman 20000000.0 Mumbai Indians
434 436 2020 Saurabh Tiwary Batsman 5000000.0 Mumbai Indians
435 437 2020 Digvijay Deshmukh All-Rounder 2000000.0 Mumbai Indians
436 438 2020 Prince Balwant Rai Singh All-Rounder 2000000.0 Mumbai Indians
437 439 2020 Mohsin Khan Bowler 2000000.0 Mumbai Indians
438 440 2020 Robin Uthappa Batsman 30000000.0 Rajasthan Royals
439 441 2020 Jaydev Unadkat Bowler 30000000.0 Rajasthan Royals
440 442 2020 Yashasvi Jaiswal All-Rounder 24000000.0 Rajasthan Royals
441 443 2020 Kartik Tyagi Bowler 13000000.0 Rajasthan Royals
442 444 2020 Tom Curran All-Rounder 10000000.0 Rajasthan Royals
443 445 2020 Andrew Tye Bowler 10000000.0 Rajasthan Royals
444 446 2020 Anuj Rawat Wicket Keeper 8000000.0 Rajasthan Royals
445 447 2020 David Miller Batsman 7500000.0 Rajasthan Royals
446 448 2020 Oshane Thomas Bowler 5000000.0 Rajasthan Royals
447 449 2020 Anirudha Ashok Joshi All-Rounder 2000000.0 Rajasthan Royals
448 450 2020 Akash Singh Bowler 2000000.0 Rajasthan Royals
449 451 2020 Christopher Morris All-Rounder 100000000.0 Royal Challengers Bangalore
450 452 2020 Aaron Finch Batsman 44000000.0 Royal Challengers Bangalore
451 453 2020 Kane Richardson Bowler 40000000.0 Royal Challengers Bangalore
452 454 2020 Dale Steyn Bowler 20000000.0 Royal Challengers Bangalore
453 455 2020 Isuru Udana All-Rounder 5000000.0 Royal Challengers Bangalore
454 456 2020 Shahbaz Ahamad Wicket Keeper 2000000.0 Royal Challengers Bangalore
455 457 2020 Joshua Philippe Wicket Keeper 2000000.0 Royal Challengers Bangalore
456 458 2020 Pavan Deshpande All-Rounder 2000000.0 Royal Challengers Bangalore
457 459 2020 Mitchell Marsh All-Rounder 20000000.0 Sunrisers Hyderabad
458 460 2020 Priyam Garg Batsman 19000000.0 Sunrisers Hyderabad
459 461 2020 Virat Singh Batsman 19000000.0 Sunrisers Hyderabad
460 462 2020 Fabian Allen All-Rounder 5000000.0 Sunrisers Hyderabad
461 463 2020 Sandeep Bavanaka All-Rounder 2000000.0 Sunrisers Hyderabad
462 464 2020 Sanjay Yadav All-Rounder 2000000.0 Sunrisers Hyderabad
463 465 2020 Abdul Samad All-Rounder 2000000.0 Sunrisers Hyderabad
In [ ]:
In [ ]:
In [105]:
                            #################   DATA VISUALIZATION OF PREPROCESSED DATA #############
In [106]:
                 #################   CODED BY GOURAB BANERJEE (PRN 24030242019) AND SHOUVIK KAPAT ( PRN 24030242064)  ########
In [ ]:
In [107]:
###Matplotlib is essential for data visualization and provides a powerful and flexible tool for creating various types of plots and graphs
pip install matplotlib

Requirement already satisfied: matplotlib in c:\users\goura\anaconda3\lib\site-packages (3.8.0)
Requirement already satisfied: contourpy>=1.0.1 in c:\users\goura\anaconda3\lib\site-packages (from matplotlib) (1.2.0)
Requirement already satisfied: cycler>=0.10 in c:\users\goura\anaconda3\lib\site-packages (from matplotlib) (0.11.0)
Requirement already satisfied: fonttools>=4.22.0 in c:\users\goura\anaconda3\lib\site-packages (from matplotlib) (4.25.0)
Requirement already satisfied: kiwisolver>=1.0.1 in c:\users\goura\anaconda3\lib\site-packages (from matplotlib) (1.4.4)
Requirement already satisfied: numpy<2,>=1.21 in c:\users\goura\anaconda3\lib\site-packages (from matplotlib) (1.24.4)
Requirement already satisfied: packaging>=20.0 in c:\users\goura\anaconda3\lib\site-packages (from matplotlib) (23.1)
Requirement already satisfied: pillow>=6.2.0 in c:\users\goura\anaconda3\lib\site-packages (from matplotlib) (10.2.0)
Requirement already satisfied: pyparsing>=2.3.1 in c:\users\goura\anaconda3\lib\site-packages (from matplotlib) (3.0.9)
Requirement already satisfied: python-dateutil>=2.7 in c:\users\goura\anaconda3\lib\site-packages (from matplotlib) (2.8.2)
Requirement already satisfied: six>=1.5 in c:\users\goura\anaconda3\lib\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)
Note: you may need to restart the kernel to use updated packages.
In [108]:
import pandas as pd
 
 
# reading the database
df1= pd.read_csv("C:/Users/goura/OneDrive/Desktop/Project_leadership/dpdm project/ipl/ipl_preprocessed.csv")
 
# printing the top 10 rows
display(df1.head(10))
SerialNo Season Name Role Price Team
0 1 2024 Avanish Rao Aravelly Wicket-Keeper 2000000.0 Chennai Super Kings
1 2 2024 Mustafizur Rahman Bowler 20000000.0 Chennai Super Kings
2 3 2024 Daryl Mitchell All-Rounder 140000000.0 Chennai Super Kings
3 4 2024 Sameer Rizvi Batter 84000000.0 Chennai Super Kings
4 5 2024 Rachin Ravindra All-Rounder 18000000.0 Chennai Super Kings
5 6 2024 Shardul Thakur All-Rounder 40000000.0 Chennai Super Kings
6 7 2024 Ricky Bhui Wicket-Keeper 2000000.0 Delhi Capitals
7 8 2024 Sumit Kumar All-Rounder 10000000.0 Delhi Capitals
8 9 2024 Swastik Chhikara Batter 2000000.0 Delhi Capitals
9 10 2024 Jhye Richardson Bowler 50000000.0 Delhi Capitals
In [109]:
###Seaborn is a Python library that simplifies the creation of statistical graphics. 
##It's built on top of Matplotlib to produce aesthetic informative visualizations.
pip install seaborn

Requirement already satisfied: seaborn in c:\users\goura\anaconda3\lib\site-packages (0.12.2)
Requirement already satisfied: numpy!=1.24.0,>=1.17 in c:\users\goura\anaconda3\lib\site-packages (from seaborn) (1.24.4)
Requirement already satisfied: pandas>=0.25 in c:\users\goura\anaconda3\lib\site-packages (from seaborn) (1.5.3)
Requirement already satisfied: matplotlib!=3.6.1,>=3.1 in c:\users\goura\anaconda3\lib\site-packages (from seaborn) (3.8.0)
Requirement already satisfied: contourpy>=1.0.1 in c:\users\goura\anaconda3\lib\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (1.2.0)
Requirement already satisfied: cycler>=0.10 in c:\users\goura\anaconda3\lib\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (0.11.0)
Requirement already satisfied: fonttools>=4.22.0 in c:\users\goura\anaconda3\lib\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (4.25.0)
Requirement already satisfied: kiwisolver>=1.0.1 in c:\users\goura\anaconda3\lib\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (1.4.4)
Requirement already satisfied: packaging>=20.0 in c:\users\goura\anaconda3\lib\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (23.1)
Requirement already satisfied: pillow>=6.2.0 in c:\users\goura\anaconda3\lib\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (10.2.0)
Requirement already satisfied: pyparsing>=2.3.1 in c:\users\goura\anaconda3\lib\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (3.0.9)
Requirement already satisfied: python-dateutil>=2.7 in c:\users\goura\anaconda3\lib\site-packages (from matplotlib!=3.6.1,>=3.1->seaborn) (2.8.2)
Requirement already satisfied: pytz>=2020.1 in c:\users\goura\anaconda3\lib\site-packages (from pandas>=0.25->seaborn) (2023.3.post1)
Requirement already satisfied: six>=1.5 in c:\users\goura\anaconda3\lib\site-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.1->seaborn) (1.16.0)
Note: you may need to restart the kernel to use updated packages.
In [110]:
# importing packages
import seaborn as sns
import matplotlib.pyplot as plt
import pandas as pd


# reading the database
df1 = pd.read_csv("C:/Users/goura/OneDrive/Desktop/Project_leadership/dpdm project/ipl/ipl_preprocessed.csv")
In [111]:
df1
Out[111]:
SerialNo Season Name Role Price Team
0 1 2024 Avanish Rao Aravelly Wicket-Keeper 2000000.0 Chennai Super Kings
1 2 2024 Mustafizur Rahman Bowler 20000000.0 Chennai Super Kings
2 3 2024 Daryl Mitchell All-Rounder 140000000.0 Chennai Super Kings
3 4 2024 Sameer Rizvi Batter 84000000.0 Chennai Super Kings
4 5 2024 Rachin Ravindra All-Rounder 18000000.0 Chennai Super Kings
... ... ... ... ... ... ...
1031 1033 2013 Darren Sammy All-Rounder 425000.0 Sunrisers Hyderabad
1032 1034 2013 Sudeep Tyagi Bowler 100000.0 Sunrisers Hyderabad
1033 1035 2013 Clinton McKay Bowler 100000.0 Sunrisers Hyderabad
1034 1036 2013 Nathan McCullum Bowler 100000.0 Sunrisers Hyderabad
1035 1037 2013 Quinton De Kock Wicket Keeper 20000.0 Sunrisers Hyderabad

1036 rows × 6 columns

In [112]:
###This code imports libraries for creating interactive visualizations in Python, including Plotly Express (px) for simpler plots, 
##Plotly Graph Objects (go) for more control, subplots, and other specialized charts. It also imports plotting functions and suppresses warnings.
import plotly.express as px
import plotly.graph_objects as go
from plotly.subplots import make_subplots
import plotly.figure_factory as ff
import plotly
from plotly.offline import plot, iplot
import warnings
warnings.filterwarnings('ignore')
In [113]:
###The code calculates seasonal expenses, plots them as a line chart (millions) and a bar chart (crores), with labels.
data = df1.groupby('Season')['Price'].sum()
fig = px.line(data, x = data.index, y = 'Price', title = "Overall Expense Each year", text=data.index)
fig.update_traces(textposition="top right")
fig.show()
#print(data.head())
#data['Amount'] = data['Amount'].div(10000000).round(0)
data = data.div(10000000)
fig = px.bar(data, x = data.index, y = 'Price', title = "Overall Expense Each year (in Crores)",
             text= 'Price',color=data.index)
fig.show()
In [114]:
####The code creates a horizontal bar chart showing the top 100 auctions by price, colored by season, with price displayed as text on bars.
fig =px.bar(df1.head(100), y="Name", x="Price", color='Season',orientation='h',text='Price', height=600)
fig.update_layout(title_text = "Top-10 Auction Buys")
fig.show()
In [115]:
###The code calculates total spending per team/season in a DataFrame, then creates two visualizations: a bar chart showing total spend per team and
##a line chart showing season-wise spend per team.
data = pd.DataFrame(df1.groupby(['Team', 'Season'])['Price'].sum()).reset_index()
#data = data.sort_values(by='Amount', ascending=False)
#fig = px.line(data, x='Year', y='Amount', color='Team', symbol='Team')

data =data.sort_values(by='Price', ascending=False,
               key=lambda x: data['Season'].groupby(x).transform('sum'))
#print(data.head())
fig = px.bar(data, x='Team', y='Price', color='Season')#, symbol='Team')
fig.update_layout(title_text = "Overall comparision of different team spends")
fig.show()
fig = px.line(data, x='Team', y='Price', color='Season', symbol='Team')
#fig = px.bar(data, x='Year', y='Amount', color='Team')#, symbol='Team')
fig.update_layout(title_text = "Overall comparision of different team spends")
fig.show()
In [116]:
###The code analyzes team spending across seasons, creates two visualizations: a bar chart and a line chart. 
##It prioritizes teams with higher total spending and considers seasonal variations.
data = pd.DataFrame(df1.groupby(['Team', 'Season'])['Price'].sum()).reset_index()
#data = data.sort_values(by='Amount', ascending=False)
#fig = px.line(data, x='Year', y='Amount', color='Team', symbol='Team')

data =data.sort_values(by='Price', ascending=False,
               key=lambda x: data['Season'].groupby(x).transform('sum'))
#print(data.head())
fig = px.bar(data, x='Team', y='Price', color='Season')#, symbol='Team')
fig.update_layout(title_text = "Overall comparision of different team spends")
fig.show()
fig = px.line(data, x='Team', y='Price', color='Season', symbol='Team')
#fig = px.bar(data, x='Year', y='Amount', color='Team')#, symbol='Team')
fig.update_layout(title_text = "Overall comparision of different team spends")
fig.show()
In [117]:
####The code creates two visualizations (bar and line charts) comparing total spending by 'Team' and 'Season' in a DataFrame.
##It then displays both charts.
data = pd.DataFrame(df1.groupby(['Team', 'Season'])['Price'].sum()).reset_index()
#fig = px.line(data, x='Year', y='Amount', color='Team', symbol='Team')
fig = px.bar(data, x='Season', y='Price', color='Team')#, symbol='Team')
fig.update_layout(title_text = "Overall comparision of different team spends")
fig.show()
fig = px.line(data, x='Season', y='Price', color='Team', symbol='Team')
#fig = px.bar(data, x='Year', y='Amount', color='Team')#, symbol='Team')
fig.update_layout(title_text = "Overall comparision of different team spends")
fig.show()
In [119]:
###The code creates a bar chart showing average "Price" for each "Team" grouped by "Role" in DataFrame df1, sorted by highest "Price" first. 
import plotly.express as px
sort_vals = df1.sort_values(by='Price',ascending=False) #.head(50)
fig = px.bar(sort_vals, x="Team", y="Price", 
             color="Role", barmode = 'group')
  
fig.show()
In [120]:
###This code creates a grouped bar chart using Plotly Express. It displays teams' prices across different seasons, with bars grouped by season.
fig = px.bar(sort_vals, x="Team", y="Price", 
             color="Season", barmode = 'group')
  
fig.show()
In [121]:
###This code groups data by name of players, selects top 25 entries, and creates a grouped bar chart showing prices across seasons for those entries.
group_vals = sort_vals.groupby('Name').head(25)
#print(group_vals.head())
fig = px.bar(group_vals.head(25), x="Name", y="Price", 
             color="Season", barmode = 'group') #, Title = 'Top 25 Auction Amount Paid')
  
fig.show()
In [122]:
###This code creates three subplots using Seaborn: a boxplot, violinplot, and boxenplot, all showing price distribution by role from df1 dataset.
import seaborn as sns
fig, ax = plt.subplots(nrows=1, ncols=3,figsize=(15, 8))
sns.boxplot(x='Role', y='Price', data=df1, palette="muted", ax =ax[0])
sns.violinplot(x='Role', y='Price', data=df1, palette="muted", ax =ax[1])
sns.boxenplot(x='Role', y='Price', data=df1, palette="muted", ax =ax[2])
#ax.set_ylim([0, 0.4e8])
plt.show()
No description has been provided for this image
In [123]:
###This code creates three subplots using Seaborn by axis change: a boxplot, violinplot, and boxenplot, all showing price distribution by role 
##from df1 dataset.
import seaborn as sns
fig, ax = plt.subplots(nrows=3, ncols=1,figsize=(15, 40))
sns.boxplot(y='Team', x='Price', data=df1, palette="muted", ax =ax[0])
sns.violinplot(y='Team', x='Price', data=df1, palette="muted", ax =ax[1])
sns.boxenplot(y='Team', x='Price', data=df1, palette="muted", ax =ax[2])
#ax.set_ylim([0, 0.4e8])
plt.show()
No description has been provided for this image
In [124]:
###This code creates a joint plot using Seaborn, showing the relationship between Team and Price in df1, with marginal distributions.
sns.jointplot(y='Team', x='Price', data=df1)
plt.show()
No description has been provided for this image
In [125]:
####This code creates a network graph using NetworkX, connecting Teams and Names from df1, then visualizes it with labels.
edges = list(zip(df1['Team'], df1['Name']))


import networkx as nx
G = nx.Graph()
G.add_edges_from(edges)

plt.figure(figsize=(80, 40))
nx.draw(G, with_labels=True)
No description has been provided for this image
In [ ]: